House pricing is of utmost importance in our world, as it impacts individuals, families, and the economy at large. The purchase of a house represents a significant financial decision, often constituting a substantial portion of one’s wealth. The fluctuation of house prices directly influences personal financial stability and the ability to build assets. Moreover, the real estate market, driven by house prices, contributes significantly to economic activity, including property sales, construction, and associated industries.
The aim of our project is to develop a predictive model for house pricing. This project holds great importance considering the large number of people buying houses every year. Housing affordability is a critical issue, and accurate prediction models can help address it. By analyzing market trends and evaluating property values, our model aims to provide individuals, sellers, and industry professionals with valuable insights for making informed decisions. The project contributes to understanding housing market dynamics, assisting with financial planning, and promoting fair and transparent practices in the real estate sector.
Through our research project, our primary objective is to illuminate the key factors that influence house prices, discern the most impactful among them, and formulate an effective estimation framework for predicting the price of a house based on its specific characteristics.
We will import the necessary packages for our analysis;
# Import the libraries
library(rworldmap)
library(knitr)
library(ggplot2)
library(readr)
library(MASS)
library(dplyr)
library(lars)
library(moments)
library(caret)
library(corrplot)
library(gbm)
library(glmnet)
library(effectsize)
For this project, we have selected the “House Prices - Advanced Regression Techniques” dataset, which consists of 3 csv files (train, test, and sample submission) and can be found on the Kaggle platform at the following link: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques
#start
train <- read.csv("train.csv")
test <- read.csv("test.csv")
sample <- read.csv("sample_submission.csv")
summary(train)
str(train)
## 'data.frame': 1460 obs. of 81 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ MSSubClass : int 60 20 60 70 60 50 20 60 50 190 ...
## $ MSZoning : chr "RL" "RL" "RL" "RL" ...
## $ LotFrontage : int 65 80 68 60 84 85 75 NA 51 50 ...
## $ LotArea : int 8450 9600 11250 9550 14260 14115 10084 10382 6120 7420 ...
## $ Street : chr "Pave" "Pave" "Pave" "Pave" ...
## $ Alley : chr NA NA NA NA ...
## $ LotShape : chr "Reg" "Reg" "IR1" "IR1" ...
## $ LandContour : chr "Lvl" "Lvl" "Lvl" "Lvl" ...
## $ Utilities : chr "AllPub" "AllPub" "AllPub" "AllPub" ...
## $ LotConfig : chr "Inside" "FR2" "Inside" "Corner" ...
## $ LandSlope : chr "Gtl" "Gtl" "Gtl" "Gtl" ...
## $ Neighborhood : chr "CollgCr" "Veenker" "CollgCr" "Crawfor" ...
## $ Condition1 : chr "Norm" "Feedr" "Norm" "Norm" ...
## $ Condition2 : chr "Norm" "Norm" "Norm" "Norm" ...
## $ BldgType : chr "1Fam" "1Fam" "1Fam" "1Fam" ...
## $ HouseStyle : chr "2Story" "1Story" "2Story" "2Story" ...
## $ OverallQual : int 7 6 7 7 8 5 8 7 7 5 ...
## $ OverallCond : int 5 8 5 5 5 5 5 6 5 6 ...
## $ YearBuilt : int 2003 1976 2001 1915 2000 1993 2004 1973 1931 1939 ...
## $ YearRemodAdd : int 2003 1976 2002 1970 2000 1995 2005 1973 1950 1950 ...
## $ RoofStyle : chr "Gable" "Gable" "Gable" "Gable" ...
## $ RoofMatl : chr "CompShg" "CompShg" "CompShg" "CompShg" ...
## $ Exterior1st : chr "VinylSd" "MetalSd" "VinylSd" "Wd Sdng" ...
## $ Exterior2nd : chr "VinylSd" "MetalSd" "VinylSd" "Wd Shng" ...
## $ MasVnrType : chr "BrkFace" "None" "BrkFace" "None" ...
## $ MasVnrArea : int 196 0 162 0 350 0 186 240 0 0 ...
## $ ExterQual : chr "Gd" "TA" "Gd" "TA" ...
## $ ExterCond : chr "TA" "TA" "TA" "TA" ...
## $ Foundation : chr "PConc" "CBlock" "PConc" "BrkTil" ...
## $ BsmtQual : chr "Gd" "Gd" "Gd" "TA" ...
## $ BsmtCond : chr "TA" "TA" "TA" "Gd" ...
## $ BsmtExposure : chr "No" "Gd" "Mn" "No" ...
## $ BsmtFinType1 : chr "GLQ" "ALQ" "GLQ" "ALQ" ...
## $ BsmtFinSF1 : int 706 978 486 216 655 732 1369 859 0 851 ...
## $ BsmtFinType2 : chr "Unf" "Unf" "Unf" "Unf" ...
## $ BsmtFinSF2 : int 0 0 0 0 0 0 0 32 0 0 ...
## $ BsmtUnfSF : int 150 284 434 540 490 64 317 216 952 140 ...
## $ TotalBsmtSF : int 856 1262 920 756 1145 796 1686 1107 952 991 ...
## $ Heating : chr "GasA" "GasA" "GasA" "GasA" ...
## $ HeatingQC : chr "Ex" "Ex" "Ex" "Gd" ...
## $ CentralAir : chr "Y" "Y" "Y" "Y" ...
## $ Electrical : chr "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
## $ X1stFlrSF : int 856 1262 920 961 1145 796 1694 1107 1022 1077 ...
## $ X2ndFlrSF : int 854 0 866 756 1053 566 0 983 752 0 ...
## $ LowQualFinSF : int 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : int 1710 1262 1786 1717 2198 1362 1694 2090 1774 1077 ...
## $ BsmtFullBath : int 1 0 1 1 1 1 1 1 0 1 ...
## $ BsmtHalfBath : int 0 1 0 0 0 0 0 0 0 0 ...
## $ FullBath : int 2 2 2 1 2 1 2 2 2 1 ...
## $ HalfBath : int 1 0 1 0 1 1 0 1 0 0 ...
## $ BedroomAbvGr : int 3 3 3 3 4 1 3 3 2 2 ...
## $ KitchenAbvGr : int 1 1 1 1 1 1 1 1 2 2 ...
## $ KitchenQual : chr "Gd" "TA" "Gd" "Gd" ...
## $ TotRmsAbvGrd : int 8 6 6 7 9 5 7 7 8 5 ...
## $ Functional : chr "Typ" "Typ" "Typ" "Typ" ...
## $ Fireplaces : int 0 1 1 1 1 0 1 2 2 2 ...
## $ FireplaceQu : chr NA "TA" "TA" "Gd" ...
## $ GarageType : chr "Attchd" "Attchd" "Attchd" "Detchd" ...
## $ GarageYrBlt : int 2003 1976 2001 1998 2000 1993 2004 1973 1931 1939 ...
## $ GarageFinish : chr "RFn" "RFn" "RFn" "Unf" ...
## $ GarageCars : int 2 2 2 3 3 2 2 2 2 1 ...
## $ GarageArea : int 548 460 608 642 836 480 636 484 468 205 ...
## $ GarageQual : chr "TA" "TA" "TA" "TA" ...
## $ GarageCond : chr "TA" "TA" "TA" "TA" ...
## $ PavedDrive : chr "Y" "Y" "Y" "Y" ...
## $ WoodDeckSF : int 0 298 0 0 192 40 255 235 90 0 ...
## $ OpenPorchSF : int 61 0 42 35 84 30 57 204 0 4 ...
## $ EnclosedPorch: int 0 0 0 272 0 0 0 228 205 0 ...
## $ X3SsnPorch : int 0 0 0 0 0 320 0 0 0 0 ...
## $ ScreenPorch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolArea : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : chr NA NA NA NA ...
## $ Fence : chr NA NA NA NA ...
## $ MiscFeature : chr NA NA NA NA ...
## $ MiscVal : int 0 0 0 0 0 700 0 350 0 0 ...
## $ MoSold : int 2 5 9 2 12 10 8 11 4 1 ...
## $ YrSold : int 2008 2007 2008 2006 2008 2009 2007 2009 2008 2008 ...
## $ SaleType : chr "WD" "WD" "WD" "WD" ...
## $ SaleCondition: chr "Normal" "Normal" "Normal" "Abnorml" ...
## $ SalePrice : int 208500 181500 223500 140000 250000 143000 307000 200000 129900 118000 ...
str(test)
## 'data.frame': 1459 obs. of 80 variables:
## $ Id : int 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 ...
## $ MSSubClass : int 20 20 60 60 120 60 20 60 20 20 ...
## $ MSZoning : chr "RH" "RL" "RL" "RL" ...
## $ LotFrontage : int 80 81 74 78 43 75 NA 63 85 70 ...
## $ LotArea : int 11622 14267 13830 9978 5005 10000 7980 8402 10176 8400 ...
## $ Street : chr "Pave" "Pave" "Pave" "Pave" ...
## $ Alley : chr NA NA NA NA ...
## $ LotShape : chr "Reg" "IR1" "IR1" "IR1" ...
## $ LandContour : chr "Lvl" "Lvl" "Lvl" "Lvl" ...
## $ Utilities : chr "AllPub" "AllPub" "AllPub" "AllPub" ...
## $ LotConfig : chr "Inside" "Corner" "Inside" "Inside" ...
## $ LandSlope : chr "Gtl" "Gtl" "Gtl" "Gtl" ...
## $ Neighborhood : chr "NAmes" "NAmes" "Gilbert" "Gilbert" ...
## $ Condition1 : chr "Feedr" "Norm" "Norm" "Norm" ...
## $ Condition2 : chr "Norm" "Norm" "Norm" "Norm" ...
## $ BldgType : chr "1Fam" "1Fam" "1Fam" "1Fam" ...
## $ HouseStyle : chr "1Story" "1Story" "2Story" "2Story" ...
## $ OverallQual : int 5 6 5 6 8 6 6 6 7 4 ...
## $ OverallCond : int 6 6 5 6 5 5 7 5 5 5 ...
## $ YearBuilt : int 1961 1958 1997 1998 1992 1993 1992 1998 1990 1970 ...
## $ YearRemodAdd : int 1961 1958 1998 1998 1992 1994 2007 1998 1990 1970 ...
## $ RoofStyle : chr "Gable" "Hip" "Gable" "Gable" ...
## $ RoofMatl : chr "CompShg" "CompShg" "CompShg" "CompShg" ...
## $ Exterior1st : chr "VinylSd" "Wd Sdng" "VinylSd" "VinylSd" ...
## $ Exterior2nd : chr "VinylSd" "Wd Sdng" "VinylSd" "VinylSd" ...
## $ MasVnrType : chr "None" "BrkFace" "None" "BrkFace" ...
## $ MasVnrArea : int 0 108 0 20 0 0 0 0 0 0 ...
## $ ExterQual : chr "TA" "TA" "TA" "TA" ...
## $ ExterCond : chr "TA" "TA" "TA" "TA" ...
## $ Foundation : chr "CBlock" "CBlock" "PConc" "PConc" ...
## $ BsmtQual : chr "TA" "TA" "Gd" "TA" ...
## $ BsmtCond : chr "TA" "TA" "TA" "TA" ...
## $ BsmtExposure : chr "No" "No" "No" "No" ...
## $ BsmtFinType1 : chr "Rec" "ALQ" "GLQ" "GLQ" ...
## $ BsmtFinSF1 : int 468 923 791 602 263 0 935 0 637 804 ...
## $ BsmtFinType2 : chr "LwQ" "Unf" "Unf" "Unf" ...
## $ BsmtFinSF2 : int 144 0 0 0 0 0 0 0 0 78 ...
## $ BsmtUnfSF : int 270 406 137 324 1017 763 233 789 663 0 ...
## $ TotalBsmtSF : int 882 1329 928 926 1280 763 1168 789 1300 882 ...
## $ Heating : chr "GasA" "GasA" "GasA" "GasA" ...
## $ HeatingQC : chr "TA" "TA" "Gd" "Ex" ...
## $ CentralAir : chr "Y" "Y" "Y" "Y" ...
## $ Electrical : chr "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
## $ X1stFlrSF : int 896 1329 928 926 1280 763 1187 789 1341 882 ...
## $ X2ndFlrSF : int 0 0 701 678 0 892 0 676 0 0 ...
## $ LowQualFinSF : int 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : int 896 1329 1629 1604 1280 1655 1187 1465 1341 882 ...
## $ BsmtFullBath : int 0 0 0 0 0 0 1 0 1 1 ...
## $ BsmtHalfBath : int 0 0 0 0 0 0 0 0 0 0 ...
## $ FullBath : int 1 1 2 2 2 2 2 2 1 1 ...
## $ HalfBath : int 0 1 1 1 0 1 0 1 1 0 ...
## $ BedroomAbvGr : int 2 3 3 3 2 3 3 3 2 2 ...
## $ KitchenAbvGr : int 1 1 1 1 1 1 1 1 1 1 ...
## $ KitchenQual : chr "TA" "Gd" "TA" "Gd" ...
## $ TotRmsAbvGrd : int 5 6 6 7 5 7 6 7 5 4 ...
## $ Functional : chr "Typ" "Typ" "Typ" "Typ" ...
## $ Fireplaces : int 0 0 1 1 0 1 0 1 1 0 ...
## $ FireplaceQu : chr NA NA "TA" "Gd" ...
## $ GarageType : chr "Attchd" "Attchd" "Attchd" "Attchd" ...
## $ GarageYrBlt : int 1961 1958 1997 1998 1992 1993 1992 1998 1990 1970 ...
## $ GarageFinish : chr "Unf" "Unf" "Fin" "Fin" ...
## $ GarageCars : int 1 1 2 2 2 2 2 2 2 2 ...
## $ GarageArea : int 730 312 482 470 506 440 420 393 506 525 ...
## $ GarageQual : chr "TA" "TA" "TA" "TA" ...
## $ GarageCond : chr "TA" "TA" "TA" "TA" ...
## $ PavedDrive : chr "Y" "Y" "Y" "Y" ...
## $ WoodDeckSF : int 140 393 212 360 0 157 483 0 192 240 ...
## $ OpenPorchSF : int 0 36 34 36 82 84 21 75 0 0 ...
## $ EnclosedPorch: int 0 0 0 0 0 0 0 0 0 0 ...
## $ X3SsnPorch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ ScreenPorch : int 120 0 0 0 144 0 0 0 0 0 ...
## $ PoolArea : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : chr NA NA NA NA ...
## $ Fence : chr "MnPrv" NA "MnPrv" NA ...
## $ MiscFeature : chr NA "Gar2" NA NA ...
## $ MiscVal : int 0 12500 0 0 0 0 500 0 0 0 ...
## $ MoSold : int 6 6 3 6 1 4 3 5 2 4 ...
## $ YrSold : int 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...
## $ SaleType : chr "WD" "WD" "WD" "WD" ...
## $ SaleCondition: chr "Normal" "Normal" "Normal" "Normal" ...
str(sample)
## 'data.frame': 1459 obs. of 2 variables:
## $ Id : int 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 ...
## $ SalePrice: num 169277 187758 183584 179317 150730 ...
# Get the numeric column names from your dataset (excluding "id")
numeric_cols <- names(train)[sapply(train, is.numeric) & names(train) != "id"]
# Create an empty list to store the plots
plots <- list()
# Loop through each numeric column and create the plot
for (col in numeric_cols) {
plot <- ggplot(train, aes_string(y = "SalePrice", x = col)) + geom_point()
plots[[col]] <- plot
}
# View the plots
plots
## $Id
##
## $MSSubClass
##
## $LotFrontage
##
## $LotArea
##
## $OverallQual
##
## $OverallCond
##
## $YearBuilt
##
## $YearRemodAdd
##
## $MasVnrArea
##
## $BsmtFinSF1
##
## $BsmtFinSF2
##
## $BsmtUnfSF
##
## $TotalBsmtSF
##
## $X1stFlrSF
##
## $X2ndFlrSF
##
## $LowQualFinSF
##
## $GrLivArea
##
## $BsmtFullBath
##
## $BsmtHalfBath
##
## $FullBath
##
## $HalfBath
##
## $BedroomAbvGr
##
## $KitchenAbvGr
##
## $TotRmsAbvGrd
##
## $Fireplaces
##
## $GarageYrBlt
##
## $GarageCars
##
## $GarageArea
##
## $WoodDeckSF
##
## $OpenPorchSF
##
## $EnclosedPorch
##
## $X3SsnPorch
##
## $ScreenPorch
##
## $PoolArea
##
## $MiscVal
##
## $MoSold
##
## $YrSold
##
## $SalePrice
#2.3 Data Cleaning
In this section, we present a description of the pre-processing activities carried out on our dataset, namely the “House Price Prediction: Advanced Regression Techniques”. The dataset encompasses a multitude of variables, and our objective was to eliminate outliers while comprehending the nature and characteristics of each variable, differentiating between numeric, categorical, and integer types. Handling missing values is an important step in data preprocessing. In the combined dataset, we need to consider that missing values (NA) may not always indicate actual missing data. For example, in the case of the Alley feature, NA represents the absence of an alley access to the house. To handle these cases, we need to code these NA values as “None” to accurately capture this information.
By coding NA values as “None” in the Alley feature, we ensure that the variable correctly reflects the absence of alley access for the corresponding houses. This coding allows us to retain the meaningful information contained in the data and avoid any misinterpretation or biases that could arise from treating NA values as missing data.
After addressing such cases where NA has a specific meaning, we can proceed to handle other missing values in the dataset using appropriate imputation techniques or further analysis based on the specific characteristics of the variables.
Next, to streamline and expedite the data cleaning process, we decided to merge the train and test datasets. To accomplish this, we introduced a new column named “isTrain” in both the train and test datasets. For instances originating from the train dataset, the “isTrain” column was set to “1”, while for instances originating from the test dataset, it was set to “0”. Additionally, we appended a “SalePrice” column to the test dataset and assigned “NA” as its value. Finally, we combined the train and test datasets using the “rbind” function.
# Combining train and test data for quicker data prep
# Create a new column 'isTrain' in the 'train' dataset and set it to 1
train$isTrain <- 1
# Create a new column 'isTrain' in the 'test' dataset and set it to 0
test$isTrain <- 0
# Add 'SalePrice' column to 'test' dataset and set it to NA
test$SalePrice <- NA
# Combine 'train' and 'test' datasets using rbind
combined <- rbind(train, test)
# Check for missing values in combined set
Missing_indices_c <- sapply(combined, function(x) sum(is.na(x)))
Missing_Summary_c <- data.frame(index = names(combined),
Missing_Values = Missing_indices_c,
Data_Type = sapply(combined, class))
Missing_Summary_c <- Missing_Summary_c[Missing_Summary_c$Missing_Values > 0, ]
Missing_Summary_c
# Here we get insight about combined dataset and variable types. Now we will handle missing values
# Imputing missing Lot Frontage by the median
combined$LotFrontage[which(is.na(combined$LotFrontage))] <-
median(combined$LotFrontage,na.rm = TRUE)
# Changing NA in GarageYrBlt to None
combined$GarageYrBlt[which(is.na(combined$GarageYrBlt))] <- 0
# Create a function to handle missing values
replace_missing <- function(var) {
var1 <- as.character(var)
var1[is.na(var)] <- "None"
var <- as.factor(var1)
return(var)
}
# Apply the function to multiple variables
combined$Alley <- replace_missing(combined$Alley)
combined$MasVnrType <- replace_missing(combined$MasVnrType)
combined$MasVnrArea <- replace_missing(combined$MasVnrArea)
combined$BsmtQual <- replace_missing(combined$BsmtQual)
combined$BsmtCond <- replace_missing(combined$BsmtCond)
combined$BsmtExposure <- replace_missing(combined$BsmtExposure)
combined$BsmtFinType1 <- replace_missing(combined$BsmtFinType1)
combined$BsmtFinType2 <- replace_missing(combined$BsmtFinType2)
combined$FireplaceQu <- replace_missing(combined$FireplaceQu)
combined$GarageType <- replace_missing(combined$GarageType)
combined$GarageFinish <- replace_missing(combined$GarageFinish)
combined$GarageQual <- replace_missing(combined$GarageQual)
combined$GarageCond <- replace_missing(combined$GarageCond)
combined$PoolQC <- replace_missing(combined$PoolQC)
combined$Fence <- replace_missing(combined$Fence)
combined$MiscFeature <- replace_missing(combined$MiscFeature)
# Check missing values again
# Check for missing values in combined set
Missing_indices_c <- sapply(combined, function(x) sum(is.na(x)))
Missing_Summary_c <- data.frame(index = names(combined),
Missing_Values = Missing_indices_c,
Data_Type = sapply(combined, class))
Missing_Summary_c <- Missing_Summary_c[Missing_Summary_c$Missing_Values > 0, ]
Missing_Summary_c
# Remove missing values using na.omit()
combined_clean <- combined[complete.cases(combined[, !names(combined)
%in% "SalePrice"]), ]
# Check again
Missing_indices_clean <- sapply(combined_clean, function(x) sum(is.na(x)))
Missing_Summary_clean <- data.frame(index = names(combined_clean),
Missing_Values = Missing_indices_clean,
Data_Type = sapply(combined_clean, class))
Missing_Summary_clean <- Missing_Summary_clean[Missing_Summary_clean$
Missing_Values > 0, ]
Missing_Summary_clean
# Determine numeric columns
numeric_columns <- combined_clean %>%
select_if(is.numeric) %>%
select(-matches("Id|isTrain")) %>%
names()
# Print the data types of the numeric columns in the original 'combined_clean'
#dataset
column_types <- sapply(combined_clean[, numeric_columns], class)
# Determine the skewness of each numeric variable
skew <- sapply(numeric_columns, function(x) skewness(combined_clean[[x]],
na.rm = TRUE))
# Determine a threshold skewness and transform variables above the threshold
threshold <- 0.75
skew_above_threshold <- skew[skew > threshold]
# Transform excessively skewed features with log(x + 1)
for (x in names(skew_above_threshold)) {
combined_clean[[x]] <- log(combined_clean[[x]] + 1)
}
# Get the variable with the highest skewness
most_skewed_variable <- names(skew_above_threshold)[2]
# Create a copy of the data for the transformed version
combined_clean_transformed <- combined_clean
# Transform the most skewed variable with log(x + 1)
combined_clean_transformed[[most_skewed_variable]] <- log(combined_clean_transformed[[most_skewed_variable]] + 1)
# Plot the histogram of the original variable
hist_p1 <- hist(combined_clean[[most_skewed_variable]],
col = "peachpuff",
border = "black",
prob = TRUE,
xlab = most_skewed_variable,
main = paste("Histogram of the Original", most_skewed_variable))
# Add Gaussian density line to the histogram with a custom bandwidth value
lines(density(combined_clean[[most_skewed_variable]], bw = 0.1),
lwd = 2,
col = "chocolate3")
# Plot the histogram of the transformed variable
hist_p2 <- hist(combined_clean_transformed[[most_skewed_variable]],
col = "peachpuff",
border = "black",
prob = TRUE,
xlab = most_skewed_variable,
main = paste("Histogram of the Transformed", most_skewed_variable, "(log(x + 1) transformation)"))
# Add Gaussian density line to the histogram with a custom bandwidth value
lines(density(combined_clean_transformed[[most_skewed_variable]], bw = 0.1),
lwd = 2,
col = "chocolate3")
Our primary focus is to gain valuable insights from the data that will be useful for model training. To achieve this, we will split the combined dataset into a training set and a test set. The training set will be used for exploratory data analysis (EDA) and model training, while the test set will be used to evaluate the performance of the trained model.
# Create a logical vector indicating which rows are in the train set
isTrain <- combined_clean$isTrain == 1
# Split the combined data into train and test sets based on the logical vector
train <- combined_clean[isTrain, ]
test <- combined_clean[!isTrain, ]
# Set the seed for reproducibility
set.seed(123)
# Determine the sample size for the training set
smp_size <- floor(0.75 * sum(isTrain))
# Randomly sample the row indices for the training set
train_ind <- sample(which(isTrain), size = smp_size)
# Create the training and validation sets
train_new <- train[train_ind, ]
validate <- train[-train_ind, ]
# Remove the Id and isTrain columns from the training and validation sets
train_new <- train_new[, !(names(train_new) %in% c("Id", "isTrain"))]
validate <- validate[, !(names(validate) %in% c("Id", "isTrain"))]
To perform an ANOVA (Analysis of Variance) analysis for categorical variables, we can examine the relationship between each categorical variable and the target variable (SalePrice) by assessing the variation in SalePrice across different categories of the categorical variable. This analysis helps determine if there are significant differences in the mean SalePrice among the categories.
# Select the categorical columns from the train dataset (including factor
#and character variables)
categorical_columns <- combined_clean %>%
select_if(function(x) is.factor(x) || is.character(x)) %>%
select(-matches("Id|isTrain")) %>%
names()
# Convert the selected categorical columns to factors
combined_clean[, categorical_columns] <- lapply(combined_clean[, categorical_columns],
as.factor)
correlation_coefficients <- numeric(length(categorical_columns))
for (i in seq_along(categorical_columns)) {
cat_var <- categorical_columns[i]
# Calculate the mean SalePrice for each category of the categorical variable
mean_sales_price <- combined_clean %>%
group_by(.data[[cat_var]]) %>%
summarize(mean_sale_price = mean(SalePrice, na.rm = TRUE)) %>%
arrange(desc(mean_sale_price))
# Perform an ANOVA test to calculate the correlation coefficient
formula <- as.formula(paste("SalePrice ~", cat_var))
anova_result <- anova(aov(formula, data = combined_clean))
eta_squared <- anova_result$`Sum Sq`[1] / (anova_result$`Sum Sq`[1] +
anova_result$`Sum Sq`[2])
# Check if eta_squared is NaN or Inf, if so, set correlation coefficient to 0
if (is.nan(eta_squared) || is.infinite(eta_squared)) {
eta_squared <- 0
}
# Store the correlation coefficient in the vector
correlation_coefficients[i] <- eta_squared
}
# Create a data frame to store the correlation coefficients
correlation_df <- data.frame(Categorical_Variable = categorical_columns,
Correlation_Coefficient = correlation_coefficients)
# Convert the Correlation_Coefficient column to numeric
correlation_df$Correlation_Coefficient <- as.numeric(correlation_df$
Correlation_Coefficient)
# Sort the data frame by the correlation coefficient in descending order
correlation_df <- correlation_df[order(-correlation_df$
Correlation_Coefficient), ]
# Display the top variables with the highest correlation coefficients
top_variables <- head(correlation_df, n = 15)
top_variables
OBSERVATIONS;
ANOVA (Analysis of Variance) is a statistical method used for analyzing the differences between group means and determining whether these differences are statistically significant. In our case, we used it to calculate the correlation coefficients between categorical variables and the SalePrice, which is the target variable in our regression problem.
The correlation coefficients obtained from ANOVA analysis help in identifying the categorical variables that have a stronger relationship with the SalePrice. Higher correlation coefficients indicate that the categorical variable has a more significant impact on the SalePrice and can be considered as a potentially important predictor.
In our analysis, we obtained top 15 variables with highest correlation coefficients. Below, we show the top 5 among these 15 variables along with explaining the influence that they have on SalePrice.
Neighborhood (Correlation coefficient: 0.5822): The neighborhood in which a house is located appears to have the strongest influence on the SalePrice. Houses in certain neighborhoods tend to have significantly higher or lower prices.
ExterQual (Correlation coefficient: 0.4757): The quality of the exterior material has a notable impact on the SalePrice.Houses with better exterior quality tend to command higher prices.
BsmtQual (Correlation coefficient: 0.4609): The quality of the basement is another influential factor. Houses with higher-quality basements generally have higher SalePrices.
KitchenQual (Correlation coefficient: 0.4591): The quality of the kitchen is an essential aspect in determining the SalePrice. Houses with better kitchen quality tend to have higher prices.
MasVnrArea (Correlation coefficient: 0.4034): The masonry veneer area in square feet has a significant correlation with the SalePrice. Houses with larger masonry veneer areas typically have higher prices.
# Remove unnecessary columns
all_predictors <- combined_clean[, !(names(combined_clean) %in% c("Id",
"isTrain"))]
# Select numerical variables and handle missing values
num_vars_intiger <- all_predictors[, sapply(all_predictors, is.integer)]
num_vars_intiger <- na.omit(num_vars_intiger)
# Generate the correlation plot
corrplot(cor(num_vars_intiger), method = "number")
# Select numerical variables and handle missing values
num_vars_numeric <- all_predictors[, sapply(all_predictors, is.numeric)]
num_vars_numeric <- na.omit(num_vars_numeric)
# With this type visually more understandable correlation plot
corrplot(cor(num_vars_numeric), method = "square", number.cex = 0.7,
tl.cex = 0.7, tl.col = "black")
OBSERVATIONS;
It seems that MSSubClass, LotFrontage, LotArea, TotalBsmtSF, X1stFlrSF, X2stFlrSF, GrLivArea, Fullbath, GarageCars, GarageArea, TotRmsAbvGrd,OverallQual, YearBuilt, YearRemodAdd, FullBath, Fireplaces have stronger corrolation with SalePrice compared to others.
# Closer look to relevant columns
columns <- c("SalePrice", "MSSubClass", "LotFrontage", "LotArea", "TotalBsmtSF",
"X1stFlrSF", "X2ndFlrSF", "GrLivArea", "FullBath", "GarageCars",
"GarageArea", "TotRmsAbvGrd","OverallQual", "YearBuilt",
"YearRemodAdd", "Fireplaces")
# Compute the correlation matrix
cor_matrix <- cor(combined_clean[columns], use = "complete.obs")
# Plot the correlation matrix
corrplot(cor_matrix, method = "circle", type = "upper")
# Visualize the correlation matrix using corrplot.mixed
corrplot.mixed(cor_matrix, upper = "circle", lower = "pie", tl.srt = 45,
number.cex = 1.2, tl.cex = 0.6)
OBSERVATIONS;
From the corrplot above, we can see clearly the 10 variables with highest correlation to Sale price as in the order as followed:
Top 5 variables with highest correlation (in order, from highest to lowest): - GarageCars ve GarageArea - TotalBsmtSF ve X1stFlrSF - GrLivArea ve TotRmsAbvGrd - GrLivArea ve FullBath - LotFrontage ve LotArea
A short recap of the meaning of these variables in our dataset: - GarageCars: Size of garage in car capacity - GarageArea: Size of garage in square feet - TotalBsmtSF: Total square feet of basement area - X1stFlrSF: The first floor area (in square feet) of a house - GrLivArea: Above grade (ground) living area square feet - TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) - FullBath: Full bathrooms above grade - LotFrontage: The width of the lot at the front portion facing the street - LotArea: Lot size in square feet
When we checked the correlation matrix results and the meaning of the variables; we decided to combine two set of variables:GarageCars with GarageArea and LotFrontage with LotArea.
The categorical variables which have a high influence on SalePrice are:SaleCondition, Neighborhood, Fence, GarageQual, ExterQual, BsmtQual, KitchenQual, MasVnrArea, GarageFinish,GarageType, Foundation, FireplaceQu, HeatingQC, BsmtFinType1, MasVnrType, Exterior1st, Exterior2nd, MSZoning.
The numeric variables which have a high influence on SalePrice are: GrLivArea, GarageCars, GarageArea.
The integer variables which have a high influence on SalePrice are: OverallQual, YrSold, OverallCond.
Since we also thought that below variables could be important for our analysis we also wanted to look closely them:
TotalBsmtSF, X1stFlrSF, FullBath, YearBuilt, BsmtExposure, BsmtQual, ExterQual, Condition1 Street, Condition2, LotConfig, LandSlope, RoofStyle, RoofMatl, BsmtFinSF2, BsmtUnfSF, X2ndFlrSF
To gain a better understanding of the relationship between them, we examine the relationships between each pair more closely by using ANOVA test.
# Define the variables for ANOVA
variables <- c("TotalBsmtSF", "X1stFlrSF", "FullBath", "YearBuilt", "BsmtExposure",
"BsmtQual", "ExterQual", "Condition1", "Street", "Condition2",
"LotConfig", "LandSlope", "RoofStyle", "RoofMatl", "BsmtFinSF2",
"BsmtUnfSF", "X2ndFlrSF")
# Create an empty data frame to store ANOVA results
anova_results <- data.frame(
Variable1 = character(),
Variable2 = character(),
F_Value = numeric(),
Pr_Value = numeric(),
stringsAsFactors = FALSE
)
# Perform pairwise ANOVA tests
for (i in 1:(length(variables)-1)) {
for (j in (i+1):length(variables)) {
variable1 <- variables[i]
variable2 <- variables[j]
formula <- as.formula(paste("SalePrice ~", variable1, "*", variable2))
anova_result <- aov(formula, data = train_new)
# Extract F-value and p-value
f_value <- summary(anova_result)[[1]]$F[1]
pr_value <- summary(anova_result)[[1]]$Pr[1]
# Store results in the data frame
anova_results <- rbind(anova_results, data.frame(
Variable1 = variable1,
Variable2 = variable2,
F_Value = f_value,
Pr_Value = pr_value
))
}
}
# Sort the ANOVA results by p-value in ascending order
sorted_results <- anova_results[order(anova_results$Pr_Value), ]
# Filter the top 15 most related variable pairs
top_related <- sorted_results[1:15, ]
# Filter the top 15 categorical variables based on ANOVA results
top_related_categorical <- unique(c(top_related$Variable1, top_related$Variable2))
# Filter the correlation_df data frame to include only the top 15 categorical variables
top_correlation_df <- correlation_df[correlation_df$Categorical_Variable %in% top_related_categorical, ]
# Join the top_related data frame with the top_correlation_df data frame based on the "Variable1" column
top_related_with_correlations <- left_join(top_related, top_correlation_df,
by = c("Variable1" = "Categorical_Variable"))
# Drop the duplicate "Categorical_Variable" column from the merge
top_related_with_correlations <- top_related_with_correlations[, !(names(top_related_with_correlations) %in% "Categorical_Variable")]
# Rename the columns for better clarity
colnames(top_related_with_correlations) <- c("Variable1", "Variable2", "F_Value", "Pr_Value", "Correlation_Coefficient")
# Display the combined results
# Select specific columns and display them
selected_columns <- top_related_with_correlations[, c("Variable1", "Variable2", "Pr_Value")]
print(selected_columns)
## Variable1 Variable2 Pr_Value
## 1 BsmtQual ExterQual 1.365063e-169
## 2 X1stFlrSF BsmtQual 6.572843e-162
## 3 X1stFlrSF ExterQual 4.668165e-160
## 4 ExterQual RoofStyle 1.785727e-152
## 5 ExterQual Condition1 1.661183e-150
## 6 BsmtQual RoofStyle 6.328575e-150
## 7 BsmtQual X2ndFlrSF 7.586487e-150
## 8 ExterQual X2ndFlrSF 2.293579e-149
## 9 BsmtQual BsmtUnfSF 2.747295e-148
## 10 ExterQual RoofMatl 4.206827e-148
## 11 ExterQual LotConfig 4.616875e-148
## 12 BsmtQual BsmtFinSF2 9.148781e-148
## 13 BsmtQual RoofMatl 1.143494e-147
## 14 ExterQual LandSlope 1.590673e-147
## 15 ExterQual BsmtUnfSF 1.686235e-147
plots for only these variables;
# Select the categorical columns from the dataset (excluding 'SalePrice')
categorical_columns <- combined_clean %>%
select(where(function(x) is.factor(x) || is.character(x))) %>%
select(-matches("Id|isTrain|SalePrice")) %>%
select(any_of(c("BsmtExposure", "BsmtQual", "ExterQual", "Condition1",
"Street", "Condition2", "LotConfig", "LandSlope", "RoofStyle",
"RoofMatl"))) %>%
names()
# Select the numeric columns from the dataset (excluding 'Id' and 'isTrain')
numeric_columns <- combined_clean %>%
select(where(is.numeric)) %>%
select(-matches("Id|isTrain")) %>%
select(any_of(c("TotalBsmtSF", "X1stFlrSF", "FullBath", "YearBuilt",
"BsmtFinSF2", "BsmtUnfSF", "X2ndFlrSF"))) %>%
names()
# Create a new data frame with the necessary categorical columns
data_categorical <- combined_clean[, c("SalePrice", categorical_columns)]
# Create a new data frame with the necessary numeric columns
data_numeric <- combined_clean[, c("SalePrice", numeric_columns)]
# Remove rows with missing values
data_numeric <- na.omit(data_numeric)
# Plotting the bar charts for categorical variables and SalePrice
for (col in categorical_columns) {
print(ggplot(data_categorical, aes(x = !!sym(col))) +
geom_bar(stat = "count", fill = "steelblue") +
labs(title = paste("Bar Chart of", col), x = col, y = "Frequency"))
}
# Plotting scatter plots for numeric variables and SalePrice
for (col in numeric_columns) {
print(ggplot(data_numeric, aes(x = !!sym(col), y = SalePrice)) +
geom_point(shape = 4, color = "steelblue", alpha = 0.5) +
geom_smooth(method = "lm", se = FALSE, color = "red") +
labs(title = paste("Scatter Plot of", col, "vs SalePrice"), x = col,
y = "SalePrice"))
}
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
OBSERVATIONS;
LandSlope represents the slope of the property.It indicates an imbalanced frequency, with the majority of instances in the dataset having the value ‘Gtl’ (Gentle slope).
RoofMat1 represents the material used for the roofs of the houses in the dataset. Among the different materials listed, the most common choice is ‘CompShg’ (Standard Composite Shingle). This material has a significantly higher frequency compared to the others, making it dominant in the dataset.
Condition2 represents the proximity of the houses to various conditions when more than one condition is present.’Norm’ has a higher frequency compared to the other conditions, resulting in an imbalanced distribution.
Street represents the type of road access to the properties. The bar chart clearly shows a significant difference in frequency between the two categories, highlighting the dominance of paved road access in the dataset.
ExterQual represent the evaluates the quality of the material on the exterior has high correlation with other features, (such as ‘Exterior1st’, ‘Exterior2nd’, and ‘ExterCond’) that capture similar information about the exterior quality of the property.
LandSlope, RoofMatl, Exterior2nd, Street, Condition2, all of these variables have low correlation between SalePrice as we already know from ANOVA Test.
These imbalances in the data can lead to imbalanced classes and all the correlation between different variables could cause to multicollinearity. They can potentially impact our model’s performance. We will address this issue during the model selection part.
For the other varaibles among the ones that we are suspected that have good impact, they generally exhibits good pattern.
# Identify variables that can be used with the "s" aesthetic
s_variables <- c("GrLivArea", "GarageCars", "GarageArea","YrSold", "SaleCondition",
"Neighborhood", "Fence", "GarageQual","ExterQual", "OverallQual",
"OverallCond", "BsmtQual", "KitchenQual", "MasVnrArea", "GarageFinish",
"GarageType", "Foundation", "FireplaceQu", "HeatingQC", "BsmtFinType1",
"MasVnrType", "Exterior1st", "Exterior2nd", "MSZoning","TotalBsmtSF",
"X1stFlrSF", "FullBath", "YearBuilt", "BsmtExposure", "BsmtQual",
"ExterQual", "Condition1")
# Create ggplot visualizations for each selected variable
for (variable in s_variables) {
plot <- ggplot(train_new, aes(x = as.factor(.data[[variable]]), y = SalePrice)) +
geom_boxplot()
print(plot)
}
OBSERVATIONS;
YearSold: Also the box plot for various years shows the distribution of Sale Price for each year. 2008 clearly reflects the Housing Market Crisis. When we check the boxplot of YearSold - SalePrice we saw that the highest and lowest Sale Price of houses were in 2008 (highest), and 2010 (lowest).
YearBuilt: Original construction date. When we observed the result in the analysis, we saw an increasing sales price as the year of construction of the houses approaches the present day.
OverallQual: The overall quality of the house, ranging from 1 to 10, has a positive correlation with the sale price, meaning that higher quality houses tend to have higher sale prices and in our boxplot, we observed a constant increase in the SalePrice as the quality got better.
OverallCond: Overall condition of houses.Ranging from 1 to 10, significantly influences the sale price, with houses in better condition generally fetching higher prices. Surprisingly, the “Average” condition (level 5) houses exhibited the highest SalePrice, contrary to the initial assumption that “Very Excellent” condition houses would cost more. This suggests that factors beyond overall condition play a significant role in determining sale prices, emphasizing the importance of considering various features when pricing properties.
KitchenQual: The quality of the kitchen materials and finishes, rated from “Ex” (Excellent) to “Po” (Poor), affects the sale price, with houses having excellent or good kitchen quality commanding higher prices.
ExterQual: The quality of the exterior material, rated from “Ex” (Excellent) to “Po” (Poor), is another factor influencing the sale price, with houses having better exterior quality typically selling at higher prices.
GarageQual: The quality of the garage, rated from “Ex” (Excellent) to “Po” (Poor), also affects the sale price. While one might assume that houses with “Excellent” garage quality would cost the most, our GarageQual- SalePrice boxplot shows that the highest price belongs to the houses with “Good” garage quality, followed by “Average”.
GarageCars: The number of cars a garage can hold, ranging from 4 to 0 cars, is another factor affecting the sale price. In our analysis, we detected that the houses with the highest Sale Price are the ones who contain a garage with 3 car capacity, instead of 4.
TotalBsmtSF: Total square feet of basement area. Our analysis shows that SalePrice increases as the TotalBsmtSF gets bigger.
GrLivArea: The sale price of the house tends to rise as the square footage of the above-grade living area increases.
# Now lets check the histogram of SalePrice
ggplot(train_new,aes(SalePrice))+geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
# It seems that SalePrice a little bit left-skewed but there it is negligible
Here our linear model;
# lets look some problematic varaibles
train_new2 <- data.frame(train_new)
validate2 <- data.frame(validate)
cat("validate2 Condition2:", unique(validate2$Condition2), "\n")
## validate2 Condition2: Norm RRNn Feedr RRAe
cat("train_new2 Condition2:", unique(train_new2$Condition2), "\n")
## train_new2 Condition2: Norm Feedr PosN Artery RRNn PosA RRAn
cat("\n")
cat("validate2 RoofStyle:", unique(validate2$RoofStyle), "\n")
## validate2 RoofStyle: Gable Hip Mansard Flat Gambrel Shed
cat("train_new2 RoofStyle:", unique(train_new2$RoofStyle), "\n")
## train_new2 RoofStyle: Gable Hip Flat Gambrel Mansard
cat("\n")
cat("validate2 RoofMatl:", unique(validate2$RoofMatl), "\n")
## validate2 RoofMatl: CompShg Membran WdShake Tar&Grv
cat("train_new2 RoofMatl:", unique(train_new2$RoofMatl), "\n")
## train_new2 RoofMatl: CompShg Metal Tar&Grv WdShngl Roll WdShake ClyTile
cat("\n")
cat("validate2 MasVnrArea:", unique(validate2$MasVnrArea), "\n")
## validate2 MasVnrArea: 71 203 115 252 1 179 300 6 86 352 227 293 122 107 91 177 221 123 20 44 205 265 185 317 30 443 48 370 208 52 38 194 5 4 12 228 75 395 241 344 148 175 258 199 193 21 84 239 337 325 202 105 156 374 55 170 276 45 42 434 151 111 418 7 141 326 98 164 136 335 118 304 13 230 225 161 292 106 237 385 251 422 153 280 157 8 78 23 26 112 415 9 65 114 139 61 279 350 142 49 63 281 296 41 89 47 129 438 53 80 290 409 2 445 402 90 120 22 283 373 67 392 68 82 242 277 145
cat("train_new2 MasVnrArea:", unique(train_new2$MasVnrArea), "\n")
## train_new2 MasVnrArea: 1 403 290 262 198 100 270 371 189 395 90 404 445 112 279 93 220 167 74 420 78 96 153 224 4 135 168 2 212 202 229 226 123 67 426 287 184 361 98 145 118 46 299 117 265 276 300 131 349 415 354 363 444 25 379 113 271 419 185 163 247 347 222 257 285 16 50 127 54 11 209 82 210 105 58 282 95 114 79 339 129 440 26 75 297 340 377 37 221 15 295 147 277 260 143 305 406 55 81 237 195 243 410 408 109 162 264 356 387 21 312 192 289 236 303 53 19 173 374 157 201 227 301 68 353 217 45 309 429 159 86 60 182 99 3 225 39 88 382 199 134 433 89 391 36 443 281 41 272 190 12 169 358 322 56 110 435 360 298 84 402 430 428 18 274 73 273 121 179 336 27 324 438 128 375 171 178 302 76 208 200 172 92 196 436 83 69 30 187 365 380 345 359 249 308 311 357 170 280 215 211 343 7 317 70 57 181 413 418 417 150 136 412 244 126 42 66 77 399 32 108 407 230 235 253 148 368 34 219 223 346 288 65 80 140 442 248 146 62 310 366 314 59 203 191 439 186 139 149 155 367 72 296 206 137 29 239 91 414 313 384 161 183 416 160 424 207 151 64 318 238 141 421
cat("\n")
cat("validate2 Exterior2nd:", unique(validate2$Exterior2nd), "\n")
## validate2 Exterior2nd: VinylSd MetalSd Wd Sdng HdBoard AsbShng Plywood Wd Shng Stucco BrkFace AsphShn CmentBd ImStucc Other
cat("train_new2 Exterior2nd:", unique(train_new2$Exterior2nd), "\n")
## train_new2 Exterior2nd: VinylSd MetalSd HdBoard Plywood CmentBd Wd Sdng Stucco BrkFace ImStucc Wd Shng Brk Cmn AsbShng Stone AsphShn CBlock
cat("\n")
cat("validate2 Heating:", unique(validate2$Heating), "\n")
## validate2 Heating: GasA GasW Grav Wall Floor
cat("train_new2 Heating:", unique(train_new2$Heating), "\n")
## train_new2 Heating: GasA GasW Grav Wall OthW
cat("\n")
cat("validate2 Electrical:", unique(validate2$Electrical), "\n")
## validate2 Electrical: SBrkr FuseF FuseA Mix
cat("train_new2 Electrical:", unique(train_new2$Electrical), "\n")
## train_new2 Electrical: SBrkr FuseA FuseF FuseP
train_new2 <- data.frame(train_new)
validate2 <- data.frame(validate)
# Here we are removing them from training set. Because we also want to look
# validation set and see if there is overfit or not.If there is no validation
# set model is working without any problem but since there is different
# categories for the same variables below we had to exclude them from training set.
train_new2 <- train_new2[, !names(train_new2) %in% c("Condition2")]
train_new2 <- train_new2[, !names(train_new2) %in% c("RoofStyle")]
train_new2 <- train_new2[, !names(train_new2) %in% c("RoofMatl")]
train_new2 <- train_new2[, !names(train_new2) %in% c("MasVnrArea")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Exterior2nd")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Heating")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Electrical")]
# Remove variables with only one level from training dataset
single_level_vars <- sapply(train_new2, function(x) is.factor(x)
&& length(levels(x)) <= 1)
train_new2 <- train_new2[, !single_level_vars]
# Fit the linear model (fit_1)
fit_1 <- lm(SalePrice ~ ., data = train_new2)
# Print the summary of the model (fit_1)
summary(fit_1)
##
## Call:
## lm(formula = SalePrice ~ ., data = train_new2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.92230 -0.04223 0.00129 0.04977 0.34528
##
## Coefficients: (6 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.713e+01 6.459e+00 -2.652 0.008140 **
## MSSubClass -3.358e-03 1.944e-02 -0.173 0.862918
## MSZoningFV 3.017e-01 7.255e-02 4.158 3.52e-05 ***
## MSZoningRH 3.058e-01 7.054e-02 4.335 1.62e-05 ***
## MSZoningRL 3.039e-01 6.343e-02 4.791 1.95e-06 ***
## MSZoningRM 2.995e-01 6.055e-02 4.946 9.05e-07 ***
## LotFrontage -1.125e-02 1.965e-02 -0.573 0.567031
## LotArea 8.942e-02 1.435e-02 6.232 7.10e-10 ***
## StreetPave 2.007e-01 8.870e-02 2.262 0.023932 *
## AlleyNone 1.561e-02 2.566e-02 0.608 0.543042
## AlleyPave 4.351e-02 3.589e-02 1.212 0.225702
## LotShapeIR2 8.064e-03 2.363e-02 0.341 0.732978
## LotShapeIR3 4.128e-02 5.735e-02 0.720 0.471805
## LotShapeReg 9.996e-03 8.653e-03 1.155 0.248304
## LandContourHLS 6.156e-02 2.655e-02 2.319 0.020618 *
## LandContourLow -1.010e-02 3.326e-02 -0.304 0.761385
## LandContourLvl 4.857e-02 1.959e-02 2.479 0.013356 *
## UtilitiesNoSeWa -2.146e-01 1.263e-01 -1.699 0.089604 .
## LotConfigCulDSac 3.997e-03 1.873e-02 0.213 0.831079
## LotConfigFR2 -6.265e-02 2.074e-02 -3.021 0.002595 **
## LotConfigFR3 -1.502e-01 7.930e-02 -1.894 0.058579 .
## LotConfigInside -2.359e-02 1.000e-02 -2.359 0.018558 *
## LandSlopeMod 4.047e-02 2.053e-02 1.972 0.048966 *
## LandSlopeSev -7.891e-02 5.250e-02 -1.503 0.133157
## NeighborhoodBlueste -8.742e-02 1.199e-01 -0.729 0.466281
## NeighborhoodBrDale -1.054e-01 5.874e-02 -1.795 0.073044 .
## NeighborhoodBrkSide -5.370e-02 5.027e-02 -1.068 0.285673
## NeighborhoodClearCr -4.171e-02 5.060e-02 -0.824 0.409986
## NeighborhoodCollgCr -6.344e-02 3.937e-02 -1.611 0.107440
## NeighborhoodCrawfor 4.705e-02 4.636e-02 1.015 0.310427
## NeighborhoodEdwards -1.674e-01 4.320e-02 -3.875 0.000115 ***
## NeighborhoodGilbert -7.114e-02 4.147e-02 -1.716 0.086603 .
## NeighborhoodIDOTRR -1.247e-01 5.817e-02 -2.144 0.032310 *
## NeighborhoodMeadowV -1.412e-01 6.276e-02 -2.250 0.024700 *
## NeighborhoodMitchel -1.097e-01 4.401e-02 -2.493 0.012841 *
## NeighborhoodNAmes -9.056e-02 4.184e-02 -2.164 0.030710 *
## NeighborhoodNoRidge 4.710e-02 4.482e-02 1.051 0.293554
## NeighborhoodNPkVill -8.344e-03 5.715e-02 -0.146 0.883954
## NeighborhoodNridgHt 5.058e-02 3.981e-02 1.271 0.204156
## NeighborhoodNWAmes -1.033e-01 4.305e-02 -2.399 0.016662 *
## NeighborhoodOldTown -1.250e-01 5.235e-02 -2.388 0.017149 *
## NeighborhoodSawyer -9.040e-02 4.352e-02 -2.077 0.038049 *
## NeighborhoodSawyerW -5.037e-02 4.226e-02 -1.192 0.233605
## NeighborhoodSomerst 3.238e-02 4.820e-02 0.672 0.501906
## NeighborhoodStoneBr 1.482e-01 4.480e-02 3.307 0.000981 ***
## NeighborhoodSWISU -2.087e-02 5.320e-02 -0.392 0.694941
## NeighborhoodTimber -3.624e-02 4.337e-02 -0.836 0.403552
## NeighborhoodVeenker -2.634e-02 5.537e-02 -0.476 0.634353
## Condition1Feedr 3.568e-02 2.629e-02 1.357 0.175163
## Condition1Norm 8.885e-02 2.258e-02 3.934 9.00e-05 ***
## Condition1PosA 1.041e-02 5.712e-02 0.182 0.855474
## Condition1PosN 4.286e-02 3.626e-02 1.182 0.237485
## Condition1RRAe -6.301e-02 4.525e-02 -1.393 0.164087
## Condition1RRAn 7.421e-02 3.820e-02 1.943 0.052363 .
## Condition1RRNe 2.068e-03 8.453e-02 0.024 0.980484
## Condition1RRNn 8.608e-02 7.199e-02 1.196 0.232116
## BldgType2fmCon -2.711e-02 4.089e-02 -0.663 0.507466
## BldgTypeDuplex -7.783e-02 3.934e-02 -1.979 0.048169 *
## BldgTypeTwnhs -3.860e-02 4.357e-02 -0.886 0.375922
## BldgTypeTwnhsE -2.816e-02 3.680e-02 -0.765 0.444403
## HouseStyle1.5Unf 1.421e-02 5.532e-02 0.257 0.797377
## HouseStyle1Story 1.241e-02 3.748e-02 0.331 0.740567
## HouseStyle2.5Fin -4.566e-02 6.573e-02 -0.695 0.487439
## HouseStyle2.5Unf 5.870e-02 4.833e-02 1.214 0.224895
## HouseStyle2Story -3.002e-02 1.860e-02 -1.614 0.106926
## HouseStyleSFoyer 3.349e-02 4.365e-02 0.767 0.443252
## HouseStyleSLvl 2.071e-02 3.620e-02 0.572 0.567310
## OverallQual 3.549e-02 5.627e-03 6.307 4.49e-10 ***
## OverallCond 3.911e-02 4.918e-03 7.954 5.52e-15 ***
## YearBuilt 1.436e-03 4.390e-04 3.270 0.001117 **
## YearRemodAdd 8.223e-04 3.093e-04 2.658 0.008000 **
## Exterior1stAsphShn -1.050e-02 1.228e-01 -0.085 0.931910
## Exterior1stBrkComm -1.104e-01 9.142e-02 -1.207 0.227685
## Exterior1stBrkFace 5.260e-02 3.947e-02 1.333 0.182967
## Exterior1stCBlock -1.412e-01 1.357e-01 -1.041 0.298165
## Exterior1stCemntBd -3.051e-02 4.034e-02 -0.756 0.449699
## Exterior1stHdBoard -4.060e-02 3.572e-02 -1.137 0.256015
## Exterior1stImStucc -4.019e-02 1.207e-01 -0.333 0.739336
## Exterior1stMetalSd -2.828e-03 3.449e-02 -0.082 0.934661
## Exterior1stPlywood -2.016e-02 3.690e-02 -0.547 0.584840
## Exterior1stStone -5.182e-02 1.282e-01 -0.404 0.686233
## Exterior1stStucco 1.131e-02 4.241e-02 0.267 0.789877
## Exterior1stVinylSd -3.413e-03 3.460e-02 -0.099 0.921440
## Exterior1stWd Sdng -3.747e-02 3.431e-02 -1.092 0.275182
## Exterior1stWdShing 1.571e-03 4.293e-02 0.037 0.970823
## MasVnrTypeBrkFace 2.507e-02 3.402e-02 0.737 0.461252
## MasVnrTypeNone 1.499e-02 3.331e-02 0.450 0.652907
## MasVnrTypeStone 2.277e-02 3.620e-02 0.629 0.529500
## ExterQualFa 4.901e-02 5.902e-02 0.830 0.406535
## ExterQualGd 6.527e-03 2.491e-02 0.262 0.793353
## ExterQualTA 1.135e-02 2.763e-02 0.411 0.681300
## ExterCondFa -2.454e-01 9.296e-02 -2.640 0.008447 **
## ExterCondGd -2.218e-01 8.739e-02 -2.538 0.011325 *
## ExterCondPo -2.586e-01 1.554e-01 -1.664 0.096489 .
## ExterCondTA -1.953e-01 8.701e-02 -2.245 0.025013 *
## FoundationCBlock 2.603e-02 1.806e-02 1.441 0.149809
## FoundationPConc 3.442e-02 1.960e-02 1.756 0.079408 .
## FoundationSlab 3.931e-02 5.629e-02 0.698 0.485114
## FoundationStone 7.551e-02 6.641e-02 1.137 0.255820
## FoundationWood -1.348e-01 7.179e-02 -1.877 0.060839 .
## BsmtQualFa -4.356e-02 3.555e-02 -1.225 0.220726
## BsmtQualGd -5.349e-02 1.843e-02 -2.902 0.003801 **
## BsmtQualNone 4.468e-01 2.221e-01 2.011 0.044579 *
## BsmtQualTA -4.739e-02 2.276e-02 -2.082 0.037642 *
## BsmtCondGd 1.909e-02 3.080e-02 0.620 0.535451
## BsmtCondNone NA NA NA NA
## BsmtCondPo 1.900e-01 1.436e-01 1.323 0.186132
## BsmtCondTA 3.825e-02 2.486e-02 1.539 0.124279
## BsmtExposureGd 3.990e-02 1.609e-02 2.479 0.013345 *
## BsmtExposureMn 8.273e-05 1.696e-02 0.005 0.996109
## BsmtExposureNo -1.431e-02 1.231e-02 -1.163 0.245332
## BsmtExposureNone -8.451e-02 1.086e-01 -0.778 0.436772
## BsmtFinType1BLQ -1.247e-02 1.566e-02 -0.796 0.426241
## BsmtFinType1GLQ 4.001e-03 1.394e-02 0.287 0.774231
## BsmtFinType1LwQ -2.112e-02 2.081e-02 -1.015 0.310350
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.026e-02 1.631e-02 -0.629 0.529695
## BsmtFinType1Unf 4.384e-02 3.804e-02 1.152 0.249455
## BsmtFinSF1 1.572e-02 6.271e-03 2.507 0.012369 *
## BsmtFinType2BLQ -7.897e-02 3.992e-02 -1.978 0.048201 *
## BsmtFinType2GLQ -2.490e-02 5.119e-02 -0.487 0.626732
## BsmtFinType2LwQ -6.001e-02 3.940e-02 -1.523 0.128082
## BsmtFinType2None NA NA NA NA
## BsmtFinType2Rec -4.938e-02 3.766e-02 -1.311 0.190127
## BsmtFinType2Unf -6.830e-02 9.123e-02 -0.749 0.454269
## BsmtFinSF2 -3.170e-03 1.420e-02 -0.223 0.823375
## BsmtUnfSF -3.790e-03 3.266e-03 -1.160 0.246170
## TotalBsmtSF 7.598e-02 2.396e-02 3.171 0.001570 **
## HeatingQCFa -2.674e-02 2.217e-02 -1.206 0.228067
## HeatingQCGd -3.345e-02 1.137e-02 -2.941 0.003352 **
## HeatingQCPo 1.837e-02 1.287e-01 0.143 0.886559
## HeatingQCTA -2.902e-02 1.127e-02 -2.575 0.010194 *
## CentralAirY 4.520e-02 2.014e-02 2.244 0.025066 *
## X1stFlrSF -3.275e-02 5.679e-02 -0.577 0.564322
## X2ndFlrSF -1.462e-03 7.221e-03 -0.202 0.839647
## LowQualFinSF -9.226e-03 7.585e-03 -1.216 0.224140
## GrLivArea 4.298e-01 6.502e-02 6.610 6.65e-11 ***
## BsmtFullBath 2.132e-02 1.089e-02 1.958 0.050541 .
## BsmtHalfBath 1.409e-02 2.448e-02 0.576 0.565060
## FullBath 1.434e-02 1.225e-02 1.171 0.242004
## HalfBath 2.070e-02 1.135e-02 1.824 0.068484 .
## BedroomAbvGr -6.679e-03 7.586e-03 -0.880 0.378845
## KitchenAbvGr -4.337e-02 7.328e-02 -0.592 0.554140
## KitchenQualFa -4.630e-02 3.536e-02 -1.309 0.190733
## KitchenQualGd -5.322e-02 1.906e-02 -2.792 0.005357 **
## KitchenQualTA -5.729e-02 2.131e-02 -2.689 0.007301 **
## TotRmsAbvGrd 7.652e-02 3.934e-02 1.945 0.052122 .
## FunctionalMaj2 -1.880e-01 7.654e-02 -2.456 0.014246 *
## FunctionalMin1 1.528e-02 4.445e-02 0.344 0.731198
## FunctionalMin2 7.880e-04 4.529e-02 0.017 0.986124
## FunctionalMod -6.795e-02 5.705e-02 -1.191 0.233941
## FunctionalSev -2.080e-01 1.369e-01 -1.520 0.128912
## FunctionalTyp 7.621e-02 3.852e-02 1.978 0.048209 *
## Fireplaces 2.274e-02 1.367e-02 1.663 0.096694 .
## FireplaceQuFa -3.071e-02 3.769e-02 -0.815 0.415444
## FireplaceQuGd -3.243e-02 2.704e-02 -1.199 0.230666
## FireplaceQuNone -2.645e-02 3.234e-02 -0.818 0.413723
## FireplaceQuPo -2.316e-02 4.235e-02 -0.547 0.584576
## FireplaceQuTA -3.292e-02 2.851e-02 -1.155 0.248544
## GarageTypeAttchd 6.515e-02 5.577e-02 1.168 0.243061
## GarageTypeBasment 8.904e-02 6.522e-02 1.365 0.172523
## GarageTypeBuiltIn 3.731e-02 5.806e-02 0.643 0.520621
## GarageTypeCarPort 2.090e-02 7.576e-02 0.276 0.782732
## GarageTypeDetchd 7.090e-02 5.533e-02 1.281 0.200409
## GarageTypeNone -4.231e-02 6.840e-01 -0.062 0.950690
## GarageYrBlt -7.296e-06 3.445e-04 -0.021 0.983109
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -1.164e-02 1.079e-02 -1.078 0.281212
## GarageFinishUnf -1.705e-02 1.333e-02 -1.280 0.201049
## GarageCars 2.890e-02 1.209e-02 2.391 0.017027 *
## GarageArea 5.908e-05 4.218e-05 1.401 0.161658
## GarageQualFa -5.333e-01 1.363e-01 -3.914 9.78e-05 ***
## GarageQualGd -5.036e-01 1.414e-01 -3.562 0.000388 ***
## GarageQualNone NA NA NA NA
## GarageQualPo -7.138e-01 1.828e-01 -3.906 0.000101 ***
## GarageQualTA -5.126e-01 1.339e-01 -3.829 0.000138 ***
## GarageCondFa 4.060e-01 1.594e-01 2.546 0.011057 *
## GarageCondGd 4.684e-01 1.708e-01 2.742 0.006225 **
## GarageCondNone NA NA NA NA
## GarageCondPo 5.959e-01 1.828e-01 3.259 0.001161 **
## GarageCondTA 4.470e-01 1.574e-01 2.841 0.004603 **
## PavedDriveP -5.048e-03 3.140e-02 -0.161 0.872316
## PavedDriveY 1.134e-02 1.972e-02 0.575 0.565251
## WoodDeckSF 3.836e-03 1.586e-03 2.419 0.015766 *
## OpenPorchSF 1.606e-03 2.016e-03 0.797 0.425762
## EnclosedPorch 6.631e-05 2.519e-03 0.026 0.979007
## X3SsnPorch 1.140e-02 5.255e-03 2.169 0.030328 *
## ScreenPorch 8.200e-03 2.756e-03 2.975 0.003008 **
## PoolArea 4.191e+00 4.556e-01 9.198 < 2e-16 ***
## PoolQCFa -1.005e+00 1.683e-01 -5.972 3.38e-09 ***
## PoolQCGd -1.216e+00 1.361e-01 -8.929 < 2e-16 ***
## PoolQCNone 2.608e+01 2.869e+00 9.090 < 2e-16 ***
## FenceGdWo -1.974e-02 2.670e-02 -0.740 0.459759
## FenceMnPrv 3.935e-03 2.232e-02 0.176 0.860104
## FenceMnWw -6.269e-02 4.382e-02 -1.431 0.152852
## FenceNone 8.467e-04 2.042e-02 0.041 0.966941
## MiscFeatureNone -1.317e-01 2.110e-01 -0.624 0.532523
## MiscFeatureOthr -1.877e-01 1.812e-01 -1.036 0.300484
## MiscFeatureShed -5.881e-02 1.276e-01 -0.461 0.644980
## MiscFeatureTenC 7.835e-01 2.255e-01 3.474 0.000538 ***
## MiscVal -1.037e-02 1.880e-02 -0.552 0.581272
## MoSold 5.195e-05 1.363e-03 0.038 0.969592
## YrSold -3.264e-03 2.822e-03 -1.156 0.247800
## SaleTypeCon 1.144e-01 1.199e-01 0.954 0.340276
## SaleTypeConLD 1.825e-01 5.386e-02 3.388 0.000734 ***
## SaleTypeConLI 7.434e-02 6.130e-02 1.213 0.225519
## SaleTypeConLw -6.761e-03 6.731e-02 -0.100 0.920007
## SaleTypeCWD 1.371e-01 7.078e-02 1.937 0.053085 .
## SaleTypeNew 1.476e-01 7.412e-02 1.991 0.046813 *
## SaleTypeOth 5.221e-02 8.541e-02 0.611 0.541168
## SaleTypeWD 5.198e-03 2.275e-02 0.229 0.819294
## SaleConditionAdjLand 1.221e-01 6.542e-02 1.867 0.062264 .
## SaleConditionAlloca 5.837e-04 4.781e-02 0.012 0.990261
## SaleConditionFamily -2.631e-03 3.282e-02 -0.080 0.936133
## SaleConditionNormal 5.899e-02 1.597e-02 3.695 0.000234 ***
## SaleConditionPartial -5.776e-02 7.043e-02 -0.820 0.412440
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.106 on 884 degrees of freedom
## Multiple R-squared: 0.9414, Adjusted R-squared: 0.9276
## F-statistic: 67.98 on 209 and 884 DF, p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_1, newdata = validate2)
# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1212913
# Visualize model results
par(mfrow = c(2, 2))
plot(fit_1)
mtext("Model 1: ALL VARIABLES", side = 3, line = -28, outer = TRUE)
par(mfrow = c(1, 1))
When a variable has a leverage value of one, it indicates that the corresponding observation has a high degree of influence on the estimated regression coefficients. These observations with leverage one can significantly impact the results of the regression analysis, particularly the estimated coefficients and the fitted values.
In this particular case, the variables with leverage one were not removed before fitting the model, and a warning was allowed to appear. This decision was made to acknowledge and highlight the potential impact of these observations on the model’s results. By not excluding these variables, we intentionally chose to include their influence in the analysis.
OBSERVATIONS;
As we can see our adjusted R-squared is near to 1 (is near to normal distribution) with the square root distribution
R-Square: Measures the proportion of variability in y that can be explained using x, aim is to make r square near to one -> measures of how regression predictions approximate real data points if it’s = to 1 means that RSS is equal to 0 (residual sum of squared) it means that our regression predictions fit very well the data.
In a linear model, there are several important assumptions that need to be satisfied:
Linearity: The relationship between the predictors (independent variables) and the target variable (dependent variable) should be linear. This means that the effect of changing the predictors on the target variable is constant and proportional.
Homoscedasticity: Homoscedasticity refers to the assumption that the variance of the errors (residuals) should be constant across all levels of the predictors. In other words, the spread of the residuals should be the same regardless of the predicted values. This assumption ensures that the errors are evenly distributed and do not systematically change as the predicted values vary.
Normality and Independence of Errors: The errors should follow a normal distribution and be independent of each other. Normality assumption implies that the distribution of the residuals should be symmetric and bell-shaped. Independence assumption means that the errors from one observation should not be related to the errors from another observation. Violations of this assumption can lead to biased and inefficient estimates.
Residuals vs. Fitted plot: In this plot, we expect to see the residuals randomly dispersed around the x-axis (usually around zero). If there is a clear pattern or trend in the residuals, it suggests a violation of the linearity assumption or the presence of other issues in the model.
Quantile-Quantile (qq) plot: This plot helps assess the normality of the residuals. If the points in the qq plot deviate significantly from a straight line, it indicates departures from normality. Non-normality of residuals may affect the validity of statistical inference and prediction intervals.
Leverage: Leverage refers to the influence of individual data points on the model. High leverage values indicate data points that have a strong impact on the estimated coefficients. These points can act as outliers and affect the overall performance of the model. Identifying high leverage points is important to ensure the reliability of the model.
Here our Regularized Linear Model;
# Create the train control object for cross-validation
myTrainControl <- trainControl(method = "repeatedcv", number = 10, repeats = 4)
# Define the range of alpha and lambda values for tuning
alpha_values <- seq(0, 1, by = 0.05)
lambda_values <- seq(0, 0.08, by = 0.02)
# Fit the regularized linear model using glmnet
fit.glmnet <- train(SalePrice ~ ., data = train_new2,
trControl = myTrainControl, method = "glmnet",
tuneGrid = expand.grid(alpha = alpha_values,
lambda = lambda_values))
summary(fit.glmnet)
## Length Class Mode
## a0 100 -none- numeric
## beta 21500 dgCMatrix S4
## df 100 -none- numeric
## dim 2 -none- numeric
## lambda 100 -none- numeric
## dev.ratio 100 -none- numeric
## nulldev 1 -none- numeric
## npasses 1 -none- numeric
## jerr 1 -none- numeric
## offset 1 -none- logical
## call 5 -none- call
## nobs 1 -none- numeric
## lambdaOpt 1 -none- numeric
## xNames 215 -none- character
## problemType 1 -none- character
## tuneValue 2 data.frame list
## obsLevels 1 -none- logical
## param 0 -none- list
# Plot the cross-validated mean squared error (CV RMSE) against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "RMSE")
# Plot the cross-validated mean absolute error (CV MAE) against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "MAE")
# Plot the cross-validated R-squared against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "Rsquared")
# Perform prediction on the validate2 dataset using the regularized linear model
prediction <- predict(fit.glmnet, newdata = validate2, type = "raw")
# Calculate MSE for the regularized linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the regularized linear model:", mse, "\n")
## MSE for the regularized linear model: 0.1323808
# non-regularized model gived better mse score !!!!
The non-regularized model outperformed the regularized model in terms of mean squared error (MSE) score. This implies that the non-regularized model achieved better accuracy in predicting the target variable compared to the regularized model.
#4.2 BACKWARD MODEL SELECTION
In this step, we will perform backward model selection without considering the previously mentioned property combinations. The goal is to identify the most relevant features that significantly contribute to the predictive power of our model. By systematically removing variables from the model and evaluating the impact on model performance, we can determine the champion model.
Once we have identified the champion model, we will incorporate the property combinations mentioned earlier and assess if their inclusion improves the model’s performance. This analysis will help us determine whether the additional features derived from combining variables provide valuable insights and enhance the predictive capabilities of our model.
By conducting this two-step process, we can ensure that we first establish a strong baseline model and then evaluate the incremental benefit of incorporating the combined property variables. This approach will enable us to make informed decisions about feature selection and assess the potential improvement gained from the inclusion of these engineered features.
# Here we will try backward model selection without considering above property.
#Then with the champion model,we will include above property and see if there is
#improvement or not
fit_lm_1 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
+TotalBsmtSF+X1stFlrSF+FullBath+YearBuilt+BsmtExposure+ExterQual+Condition1+I(LotArea^2)+
Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_1)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF +
## X1stFlrSF + FullBath + YearBuilt + BsmtExposure + ExterQual +
## Condition1 + I(LotArea^2) + Street + Condition2 + LotConfig +
## LandSlope + RoofStyle + RoofMatl + BsmtFinSF2 + BsmtUnfSF +
## X2ndFlrSF, data = train_new)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.69717 -0.05205 0.00604 0.05690 0.53153
##
## Coefficients: (6 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.471e+00 5.615e+00 1.687 0.091987 .
## GrLivArea 3.658e-01 5.013e-02 7.296 6.32e-13 ***
## GarageCars 2.690e-02 1.211e-02 2.221 0.026594 *
## GarageArea 6.798e-05 4.097e-05 1.659 0.097405 .
## YrSold -3.635e-03 2.762e-03 -1.316 0.188478
## SaleConditionAdjLand 1.006e-01 6.624e-02 1.518 0.129237
## SaleConditionAlloca 2.288e-02 4.263e-02 0.537 0.591496
## SaleConditionFamily -1.397e-02 3.227e-02 -0.433 0.665177
## SaleConditionNormal 3.970e-02 1.467e-02 2.706 0.006935 **
## SaleConditionPartial 6.999e-02 2.017e-02 3.470 0.000544 ***
## NeighborhoodBlueste -3.317e-02 1.218e-01 -0.272 0.785359
## NeighborhoodBrDale -4.105e-02 5.500e-02 -0.746 0.455711
## NeighborhoodBrkSide 2.580e-02 4.555e-02 0.566 0.571281
## NeighborhoodClearCr -2.320e-02 4.781e-02 -0.485 0.627580
## NeighborhoodCollgCr -2.064e-02 3.611e-02 -0.572 0.567749
## NeighborhoodCrawfor 1.120e-01 4.282e-02 2.616 0.009038 **
## NeighborhoodEdwards -7.888e-02 4.004e-02 -1.970 0.049102 *
## NeighborhoodGilbert -2.687e-02 3.810e-02 -0.705 0.480827
## NeighborhoodIDOTRR -4.717e-02 5.325e-02 -0.886 0.375982
## NeighborhoodMeadowV -1.069e-01 5.898e-02 -1.813 0.070144 .
## NeighborhoodMitchel -6.479e-02 4.163e-02 -1.556 0.119989
## NeighborhoodNAmes -2.198e-02 3.852e-02 -0.571 0.568453
## NeighborhoodNoRidge 7.804e-02 4.193e-02 1.861 0.063010 .
## NeighborhoodNPkVill 4.933e-02 7.661e-02 0.644 0.519752
## NeighborhoodNridgHt 7.692e-02 3.886e-02 1.979 0.048075 *
## NeighborhoodNWAmes -4.862e-02 4.053e-02 -1.199 0.230652
## NeighborhoodOldTown -4.184e-02 4.709e-02 -0.889 0.374396
## NeighborhoodSawyer -2.656e-02 4.023e-02 -0.660 0.509201
## NeighborhoodSawyerW -3.584e-03 4.000e-02 -0.090 0.928631
## NeighborhoodSomerst 5.567e-02 4.649e-02 1.197 0.231497
## NeighborhoodStoneBr 1.525e-01 4.373e-02 3.487 0.000511 ***
## NeighborhoodSWISU 4.604e-03 4.916e-02 0.094 0.925404
## NeighborhoodTimber -1.138e-02 4.073e-02 -0.280 0.779916
## NeighborhoodVeenker 5.072e-02 5.305e-02 0.956 0.339317
## FenceGdWo -2.808e-02 2.628e-02 -1.068 0.285669
## FenceMnPrv 7.982e-03 2.175e-02 0.367 0.713721
## FenceMnWw -4.120e-02 4.372e-02 -0.942 0.346200
## FenceNone -1.621e-02 1.959e-02 -0.828 0.408095
## GarageQualFa -1.824e-01 7.245e-02 -2.517 0.011987 *
## GarageQualGd -8.731e-02 8.304e-02 -1.051 0.293338
## GarageQualNone -8.517e-02 9.434e-02 -0.903 0.366854
## GarageQualPo -2.770e-01 1.129e-01 -2.454 0.014307 *
## GarageQualTA -1.634e-01 6.925e-02 -2.360 0.018504 *
## OverallQual 3.986e-02 5.639e-03 7.068 3.06e-12 ***
## OverallCond 5.085e-02 4.104e-03 12.389 < 2e-16 ***
## BsmtQualFa -5.825e-02 3.485e-02 -1.671 0.095025 .
## BsmtQualGd -7.107e-02 1.855e-02 -3.832 0.000136 ***
## BsmtQualNone 5.747e-01 1.965e-01 2.925 0.003526 **
## BsmtQualTA -6.211e-02 2.259e-02 -2.749 0.006096 **
## KitchenQualFa -9.999e-02 3.423e-02 -2.921 0.003568 **
## KitchenQualGd -6.305e-02 1.895e-02 -3.327 0.000912 ***
## KitchenQualTA -8.138e-02 2.112e-02 -3.853 0.000125 ***
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -9.292e-03 1.088e-02 -0.854 0.393159
## GarageFinishUnf -2.024e-02 1.329e-02 -1.523 0.128190
## GarageTypeAttchd 1.157e-01 5.740e-02 2.016 0.044118 *
## GarageTypeBasment 8.646e-02 6.551e-02 1.320 0.187271
## GarageTypeBuiltIn 1.118e-01 5.943e-02 1.881 0.060307 .
## GarageTypeCarPort 4.166e-02 7.485e-02 0.557 0.577931
## GarageTypeDetchd 1.120e-01 5.729e-02 1.955 0.050840 .
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.377e-02 1.757e-02 0.784 0.433379
## FoundationPConc 3.842e-02 1.948e-02 1.973 0.048832 *
## FoundationSlab -1.011e-02 5.778e-02 -0.175 0.861190
## FoundationStone 9.546e-02 6.568e-02 1.453 0.146465
## FoundationWood -9.255e-02 7.100e-02 -1.304 0.192695
## FireplaceQuFa -1.041e-02 3.753e-02 -0.277 0.781639
## FireplaceQuGd -1.619e-02 2.728e-02 -0.594 0.552923
## FireplaceQuNone -5.243e-02 2.850e-02 -1.839 0.066183 .
## FireplaceQuPo -3.613e-02 4.159e-02 -0.869 0.385198
## FireplaceQuTA -1.131e-02 2.861e-02 -0.395 0.692687
## HeatingQCFa -3.643e-02 2.117e-02 -1.721 0.085541 .
## HeatingQCGd -3.245e-02 1.144e-02 -2.838 0.004645 **
## HeatingQCPo -2.297e-02 1.220e-01 -0.188 0.850647
## HeatingQCTA -4.430e-02 1.109e-02 -3.993 7.03e-05 ***
## BsmtFinType1BLQ -3.247e-04 1.514e-02 -0.021 0.982896
## BsmtFinType1GLQ 1.133e-02 1.385e-02 0.818 0.413622
## BsmtFinType1LwQ -2.374e-02 1.940e-02 -1.224 0.221376
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.592e-02 1.589e-02 -1.002 0.316531
## BsmtFinType1Unf -5.694e-02 1.379e-02 -4.128 3.99e-05 ***
## MasVnrTypeBrkFace 5.334e-02 3.355e-02 1.590 0.112201
## MasVnrTypeNone 4.632e-02 3.292e-02 1.407 0.159824
## MasVnrTypeStone 5.100e-02 3.605e-02 1.414 0.157552
## Exterior1stAsphShn -1.133e-01 1.275e-01 -0.889 0.374385
## Exterior1stBrkComm -1.281e-01 1.391e-01 -0.921 0.357135
## Exterior1stBrkFace 1.729e-01 7.327e-02 2.360 0.018464 *
## Exterior1stCBlock -7.744e-02 1.327e-01 -0.584 0.559627
## Exterior1stCemntBd 3.819e-02 9.707e-02 0.393 0.694072
## Exterior1stHdBoard 7.889e-02 7.253e-02 1.088 0.277054
## Exterior1stImStucc -1.917e-03 1.420e-01 -0.013 0.989232
## Exterior1stMetalSd 1.670e-01 8.343e-02 2.002 0.045577 *
## Exterior1stPlywood 8.545e-02 7.096e-02 1.204 0.228853
## Exterior1stStone 9.125e-02 1.498e-01 0.609 0.542655
## Exterior1stStucco 8.325e-02 7.519e-02 1.107 0.268510
## Exterior1stVinylSd 3.064e-02 7.231e-02 0.424 0.671908
## Exterior1stWd Sdng 6.472e-02 7.103e-02 0.911 0.362441
## Exterior1stWdShing 7.977e-02 7.353e-02 1.085 0.278286
## Exterior2ndAsphShn NA NA NA NA
## Exterior2ndBrk Cmn -1.165e-01 1.112e-01 -1.048 0.294965
## Exterior2ndBrkFace -1.718e-01 8.177e-02 -2.102 0.035862 *
## Exterior2ndCBlock NA NA NA NA
## Exterior2ndCmentBd -1.597e-02 9.955e-02 -0.160 0.872568
## Exterior2ndHdBoard -9.986e-02 7.522e-02 -1.328 0.184601
## Exterior2ndImStucc -4.952e-02 8.332e-02 -0.594 0.552475
## Exterior2ndMetalSd -1.680e-01 8.659e-02 -1.940 0.052673 .
## Exterior2ndPlywood -1.012e-01 7.321e-02 -1.383 0.167129
## Exterior2ndStone -1.736e-01 9.526e-02 -1.823 0.068696 .
## Exterior2ndStucco -6.603e-02 7.791e-02 -0.847 0.396941
## Exterior2ndVinylSd -2.400e-02 7.475e-02 -0.321 0.748265
## Exterior2ndWd Sdng -8.196e-02 7.392e-02 -1.109 0.267812
## Exterior2ndWd Shng -8.941e-02 7.405e-02 -1.207 0.227582
## MSZoningFV 2.822e-01 7.107e-02 3.970 7.73e-05 ***
## MSZoningRH 2.648e-01 6.912e-02 3.831 0.000136 ***
## MSZoningRL 2.704e-01 6.230e-02 4.341 1.57e-05 ***
## MSZoningRM 2.364e-01 5.909e-02 4.001 6.81e-05 ***
## TotalBsmtSF 1.117e-01 2.192e-02 5.097 4.16e-07 ***
## X1stFlrSF 3.986e-02 4.600e-02 0.867 0.386414
## FullBath -1.969e-03 1.053e-02 -0.187 0.851683
## YearBuilt 2.427e-03 3.929e-04 6.178 9.66e-10 ***
## BsmtExposureGd 3.054e-02 1.622e-02 1.883 0.060024 .
## BsmtExposureMn -9.664e-03 1.639e-02 -0.590 0.555471
## BsmtExposureNo -2.795e-02 1.129e-02 -2.477 0.013429 *
## BsmtExposureNone -9.797e-02 1.120e-01 -0.874 0.382117
## ExterQualFa 3.429e-03 5.410e-02 0.063 0.949476
## ExterQualGd 3.549e-03 2.556e-02 0.139 0.889577
## ExterQualTA 1.523e-02 2.807e-02 0.543 0.587469
## Condition1Feedr 2.745e-02 2.688e-02 1.021 0.307315
## Condition1Norm 7.965e-02 2.234e-02 3.564 0.000383 ***
## Condition1PosA -4.506e-02 6.198e-02 -0.727 0.467392
## Condition1PosN 1.022e-01 3.772e-02 2.708 0.006888 **
## Condition1RRAe -6.539e-02 4.468e-02 -1.464 0.143658
## Condition1RRAn 6.693e-02 3.824e-02 1.750 0.080384 .
## Condition1RRNe 1.465e-02 8.520e-02 0.172 0.863563
## Condition1RRNn 7.019e-02 7.496e-02 0.936 0.349313
## I(LotArea^2) 5.039e-03 6.955e-04 7.244 9.06e-13 ***
## StreetPave 1.161e-01 8.295e-02 1.399 0.162063
## Condition2Feedr 2.689e-01 1.229e-01 2.188 0.028909 *
## Condition2Norm 1.156e-01 9.362e-02 1.235 0.217058
## Condition2PosA 4.579e-01 1.495e-01 3.064 0.002249 **
## Condition2PosN -5.693e-01 1.320e-01 -4.314 1.77e-05 ***
## Condition2RRAn -5.280e-02 1.498e-01 -0.352 0.724578
## Condition2RRNn 2.119e-01 1.511e-01 1.402 0.161186
## LotConfigCulDSac 3.651e-03 1.768e-02 0.206 0.836451
## LotConfigFR2 -5.470e-02 2.045e-02 -2.676 0.007591 **
## LotConfigFR3 -1.434e-01 8.170e-02 -1.755 0.079605 .
## LotConfigInside -2.486e-02 9.790e-03 -2.539 0.011270 *
## LandSlopeMod 1.845e-02 1.866e-02 0.989 0.323150
## LandSlopeSev -1.230e-01 5.077e-02 -2.422 0.015610 *
## RoofStyleGable -1.527e+00 1.362e-01 -11.210 < 2e-16 ***
## RoofStyleGambrel -1.568e+00 1.416e-01 -11.074 < 2e-16 ***
## RoofStyleHip -1.515e+00 1.368e-01 -11.077 < 2e-16 ***
## RoofStyleMansard -1.407e+00 2.204e-01 -6.384 2.70e-10 ***
## RoofMatlCompShg 1.533e+00 1.297e-01 11.814 < 2e-16 ***
## RoofMatlMetal 1.668e-01 1.268e-01 1.316 0.188506
## RoofMatlRoll 1.439e+00 1.755e-01 8.203 7.70e-16 ***
## RoofMatlTar&Grv NA NA NA NA
## RoofMatlWdShake 1.591e+00 1.742e-01 9.137 < 2e-16 ***
## RoofMatlWdShngl 1.686e+00 1.369e-01 12.315 < 2e-16 ***
## BsmtFinSF2 -3.342e-03 2.165e-03 -1.543 0.123095
## BsmtUnfSF -8.011e-03 2.876e-03 -2.786 0.005443 **
## X2ndFlrSF 3.782e-03 4.202e-03 0.900 0.368338
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.11 on 938 degrees of freedom
## Multiple R-squared: 0.9331, Adjusted R-squared: 0.9221
## F-statistic: 84.46 on 155 and 938 DF, p-value: < 2.2e-16
#Removing ExterQual
fit_lm_2 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
+TotalBsmtSF+X1stFlrSF+FullBath+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_2)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF +
## X1stFlrSF + FullBath + YearBuilt + BsmtExposure + Condition1 +
## I(LotArea^2) + Street + Condition2 + LotConfig + LandSlope +
## RoofStyle + RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF,
## data = train_new)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.69587 -0.05266 0.00606 0.05707 0.53285
##
## Coefficients: (6 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.617e+00 5.583e+00 1.722 0.085318 .
## GrLivArea 3.634e-01 4.988e-02 7.286 6.76e-13 ***
## GarageCars 2.706e-02 1.209e-02 2.238 0.025462 *
## GarageArea 6.666e-05 4.087e-05 1.631 0.103221
## YrSold -3.680e-03 2.748e-03 -1.339 0.180827
## SaleConditionAdjLand 1.011e-01 6.616e-02 1.528 0.126866
## SaleConditionAlloca 2.219e-02 4.257e-02 0.521 0.602352
## SaleConditionFamily -1.409e-02 3.223e-02 -0.437 0.662164
## SaleConditionNormal 3.973e-02 1.465e-02 2.712 0.006818 **
## SaleConditionPartial 6.981e-02 2.012e-02 3.469 0.000545 ***
## NeighborhoodBlueste -2.724e-02 1.215e-01 -0.224 0.822613
## NeighborhoodBrDale -3.772e-02 5.482e-02 -0.688 0.491510
## NeighborhoodBrkSide 2.691e-02 4.531e-02 0.594 0.552798
## NeighborhoodClearCr -2.015e-02 4.764e-02 -0.423 0.672364
## NeighborhoodCollgCr -1.934e-02 3.603e-02 -0.537 0.591639
## NeighborhoodCrawfor 1.139e-01 4.268e-02 2.668 0.007769 **
## NeighborhoodEdwards -7.683e-02 3.990e-02 -1.926 0.054440 .
## NeighborhoodGilbert -2.476e-02 3.794e-02 -0.653 0.514122
## NeighborhoodIDOTRR -4.498e-02 5.307e-02 -0.848 0.396897
## NeighborhoodMeadowV -1.016e-01 5.861e-02 -1.733 0.083400 .
## NeighborhoodMitchel -6.102e-02 4.138e-02 -1.475 0.140650
## NeighborhoodNAmes -1.919e-02 3.832e-02 -0.501 0.616696
## NeighborhoodNoRidge 7.707e-02 4.187e-02 1.841 0.065941 .
## NeighborhoodNPkVill 5.281e-02 7.639e-02 0.691 0.489530
## NeighborhoodNridgHt 7.714e-02 3.858e-02 1.999 0.045862 *
## NeighborhoodNWAmes -4.468e-02 4.020e-02 -1.112 0.266610
## NeighborhoodOldTown -3.921e-02 4.687e-02 -0.837 0.403010
## NeighborhoodSawyer -2.386e-02 4.005e-02 -0.596 0.551477
## NeighborhoodSawyerW -2.711e-03 3.994e-02 -0.068 0.945893
## NeighborhoodSomerst 5.717e-02 4.641e-02 1.232 0.218289
## NeighborhoodStoneBr 1.524e-01 4.364e-02 3.492 0.000501 ***
## NeighborhoodSWISU 5.818e-03 4.901e-02 0.119 0.905524
## NeighborhoodTimber -8.835e-03 4.059e-02 -0.218 0.827727
## NeighborhoodVeenker 5.006e-02 5.296e-02 0.945 0.344812
## FenceGdWo -2.842e-02 2.625e-02 -1.083 0.279206
## FenceMnPrv 8.329e-03 2.172e-02 0.383 0.701475
## FenceMnWw -4.061e-02 4.364e-02 -0.930 0.352369
## FenceNone -1.635e-02 1.955e-02 -0.836 0.403273
## GarageQualFa -1.824e-01 7.230e-02 -2.523 0.011803 *
## GarageQualGd -8.677e-02 8.291e-02 -1.047 0.295575
## GarageQualNone -8.606e-02 9.416e-02 -0.914 0.360974
## GarageQualPo -2.740e-01 1.126e-01 -2.432 0.015185 *
## GarageQualTA -1.632e-01 6.913e-02 -2.361 0.018428 *
## OverallQual 3.907e-02 5.540e-03 7.052 3.42e-12 ***
## OverallCond 5.096e-02 4.064e-03 12.539 < 2e-16 ***
## BsmtQualFa -5.954e-02 3.456e-02 -1.723 0.085221 .
## BsmtQualGd -7.135e-02 1.819e-02 -3.922 9.40e-05 ***
## BsmtQualNone 5.773e-01 1.962e-01 2.943 0.003333 **
## BsmtQualTA -6.172e-02 2.229e-02 -2.770 0.005722 **
## KitchenQualFa -9.937e-02 3.288e-02 -3.022 0.002580 **
## KitchenQualGd -6.292e-02 1.830e-02 -3.438 0.000613 ***
## KitchenQualTA -7.796e-02 2.049e-02 -3.804 0.000151 ***
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -9.158e-03 1.086e-02 -0.844 0.399120
## GarageFinishUnf -1.955e-02 1.325e-02 -1.476 0.140210
## GarageTypeAttchd 1.149e-01 5.732e-02 2.004 0.045393 *
## GarageTypeBasment 8.788e-02 6.541e-02 1.343 0.179445
## GarageTypeBuiltIn 1.106e-01 5.934e-02 1.863 0.062743 .
## GarageTypeCarPort 3.888e-02 7.462e-02 0.521 0.602486
## GarageTypeDetchd 1.116e-01 5.722e-02 1.951 0.051388 .
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.366e-02 1.754e-02 0.779 0.436068
## FoundationPConc 3.855e-02 1.945e-02 1.982 0.047718 *
## FoundationSlab -1.222e-02 5.760e-02 -0.212 0.832085
## FoundationStone 9.379e-02 6.541e-02 1.434 0.151926
## FoundationWood -9.457e-02 7.088e-02 -1.334 0.182459
## FireplaceQuFa -9.657e-03 3.748e-02 -0.258 0.796736
## FireplaceQuGd -1.584e-02 2.724e-02 -0.581 0.561105
## FireplaceQuNone -5.187e-02 2.846e-02 -1.822 0.068734 .
## FireplaceQuPo -3.613e-02 4.148e-02 -0.871 0.383979
## FireplaceQuTA -1.059e-02 2.857e-02 -0.371 0.710909
## HeatingQCFa -3.588e-02 2.107e-02 -1.702 0.089027 .
## HeatingQCGd -3.179e-02 1.138e-02 -2.794 0.005306 **
## HeatingQCPo -2.326e-02 1.218e-01 -0.191 0.848655
## HeatingQCTA -4.363e-02 1.103e-02 -3.954 8.25e-05 ***
## BsmtFinType1BLQ -6.998e-05 1.511e-02 -0.005 0.996306
## BsmtFinType1GLQ 1.149e-02 1.382e-02 0.831 0.405938
## BsmtFinType1LwQ -2.341e-02 1.931e-02 -1.212 0.225696
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.549e-02 1.585e-02 -0.977 0.328857
## BsmtFinType1Unf -5.667e-02 1.376e-02 -4.118 4.16e-05 ***
## MasVnrTypeBrkFace 5.384e-02 3.350e-02 1.607 0.108419
## MasVnrTypeNone 4.695e-02 3.288e-02 1.428 0.153560
## MasVnrTypeStone 5.111e-02 3.601e-02 1.419 0.156115
## Exterior1stAsphShn -1.110e-01 1.273e-01 -0.872 0.383346
## Exterior1stBrkComm -1.276e-01 1.389e-01 -0.918 0.358688
## Exterior1stBrkFace 1.733e-01 7.310e-02 2.371 0.017948 *
## Exterior1stCBlock -8.905e-02 1.237e-01 -0.720 0.471595
## Exterior1stCemntBd 3.854e-02 9.693e-02 0.398 0.690964
## Exterior1stHdBoard 7.869e-02 7.228e-02 1.089 0.276541
## Exterior1stImStucc -2.228e-03 1.417e-01 -0.016 0.987458
## Exterior1stMetalSd 1.668e-01 8.329e-02 2.003 0.045504 *
## Exterior1stPlywood 8.579e-02 7.068e-02 1.214 0.225150
## Exterior1stStone 1.010e-01 1.490e-01 0.678 0.497939
## Exterior1stStucco 8.342e-02 7.505e-02 1.112 0.266637
## Exterior1stVinylSd 2.985e-02 7.197e-02 0.415 0.678396
## Exterior1stWd Sdng 6.460e-02 7.087e-02 0.912 0.362235
## Exterior1stWdShing 7.915e-02 7.336e-02 1.079 0.280904
## Exterior2ndAsphShn NA NA NA NA
## Exterior2ndBrk Cmn -1.145e-01 1.109e-01 -1.032 0.302368
## Exterior2ndBrkFace -1.702e-01 8.145e-02 -2.090 0.036914 *
## Exterior2ndCBlock NA NA NA NA
## Exterior2ndCmentBd -1.568e-02 9.939e-02 -0.158 0.874666
## Exterior2ndHdBoard -9.754e-02 7.489e-02 -1.302 0.193132
## Exterior2ndImStucc -4.824e-02 8.306e-02 -0.581 0.561508
## Exterior2ndMetalSd -1.664e-01 8.641e-02 -1.926 0.054432 .
## Exterior2ndPlywood -9.891e-02 7.285e-02 -1.358 0.174876
## Exterior2ndStone -1.755e-01 9.499e-02 -1.847 0.064990 .
## Exterior2ndStucco -6.420e-02 7.764e-02 -0.827 0.408467
## Exterior2ndVinylSd -2.221e-02 7.440e-02 -0.298 0.765426
## Exterior2ndWd Sdng -8.040e-02 7.372e-02 -1.091 0.275766
## Exterior2ndWd Shng -8.794e-02 7.386e-02 -1.191 0.234109
## MSZoningFV 2.840e-01 7.044e-02 4.033 5.96e-05 ***
## MSZoningRH 2.690e-01 6.865e-02 3.918 9.59e-05 ***
## MSZoningRL 2.743e-01 6.157e-02 4.455 9.41e-06 ***
## MSZoningRM 2.396e-01 5.841e-02 4.101 4.46e-05 ***
## TotalBsmtSF 1.117e-01 2.189e-02 5.102 4.07e-07 ***
## X1stFlrSF 4.224e-02 4.561e-02 0.926 0.354624
## FullBath -2.075e-03 1.051e-02 -0.197 0.843512
## YearBuilt 2.400e-03 3.913e-04 6.133 1.27e-09 ***
## BsmtExposureGd 3.114e-02 1.617e-02 1.926 0.054436 .
## BsmtExposureMn -8.568e-03 1.631e-02 -0.525 0.599485
## BsmtExposureNo -2.759e-02 1.127e-02 -2.449 0.014506 *
## BsmtExposureNone -9.994e-02 1.119e-01 -0.893 0.371993
## Condition1Feedr 2.774e-02 2.680e-02 1.035 0.300956
## Condition1Norm 7.989e-02 2.230e-02 3.582 0.000358 ***
## Condition1PosA -4.522e-02 6.186e-02 -0.731 0.464966
## Condition1PosN 1.025e-01 3.765e-02 2.723 0.006585 **
## Condition1RRAe -6.401e-02 4.457e-02 -1.436 0.151264
## Condition1RRAn 6.790e-02 3.817e-02 1.779 0.075585 .
## Condition1RRNe 1.141e-02 8.503e-02 0.134 0.893297
## Condition1RRNn 6.845e-02 7.472e-02 0.916 0.359911
## I(LotArea^2) 5.035e-03 6.944e-04 7.251 8.61e-13 ***
## StreetPave 1.202e-01 8.062e-02 1.491 0.136337
## Condition2Feedr 2.658e-01 1.223e-01 2.172 0.030069 *
## Condition2Norm 1.157e-01 9.350e-02 1.237 0.216267
## Condition2PosA 4.484e-01 1.473e-01 3.044 0.002399 **
## Condition2PosN -5.702e-01 1.315e-01 -4.335 1.62e-05 ***
## Condition2RRAn -5.361e-02 1.496e-01 -0.358 0.720248
## Condition2RRNn 2.114e-01 1.509e-01 1.401 0.161480
## LotConfigCulDSac 2.658e-03 1.763e-02 0.151 0.880162
## LotConfigFR2 -5.488e-02 2.042e-02 -2.688 0.007321 **
## LotConfigFR3 -1.423e-01 8.124e-02 -1.752 0.080072 .
## LotConfigInside -2.520e-02 9.761e-03 -2.582 0.009970 **
## LandSlopeMod 1.831e-02 1.855e-02 0.987 0.323677
## LandSlopeSev -1.250e-01 5.054e-02 -2.474 0.013526 *
## RoofStyleGable -1.532e+00 1.354e-01 -11.309 < 2e-16 ***
## RoofStyleGambrel -1.574e+00 1.407e-01 -11.184 < 2e-16 ***
## RoofStyleHip -1.520e+00 1.358e-01 -11.192 < 2e-16 ***
## RoofStyleMansard -1.401e+00 2.195e-01 -6.383 2.72e-10 ***
## RoofMatlCompShg 1.537e+00 1.291e-01 11.906 < 2e-16 ***
## RoofMatlMetal 1.677e-01 1.266e-01 1.325 0.185635
## RoofMatlRoll 1.444e+00 1.748e-01 8.257 5.02e-16 ***
## RoofMatlTar&Grv NA NA NA NA
## RoofMatlWdShake 1.587e+00 1.734e-01 9.152 < 2e-16 ***
## RoofMatlWdShngl 1.689e+00 1.364e-01 12.381 < 2e-16 ***
## BsmtFinSF2 -3.422e-03 2.159e-03 -1.585 0.113295
## BsmtUnfSF -8.192e-03 2.864e-03 -2.860 0.004327 **
## X2ndFlrSF 4.019e-03 4.177e-03 0.962 0.336209
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1099 on 941 degrees of freedom
## Multiple R-squared: 0.9331, Adjusted R-squared: 0.9223
## F-statistic: 86.31 on 152 and 941 DF, p-value: < 2.2e-16
#Removing FullBath
fit_lm_3 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
+TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_3)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF +
## X1stFlrSF + YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) +
## Street + Condition2 + LotConfig + LandSlope + RoofStyle +
## RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, data = train_new)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.69611 -0.05253 0.00612 0.05696 0.53309
##
## Coefficients: (6 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.641e+00 5.579e+00 1.728 0.084319 .
## GrLivArea 3.615e-01 4.890e-02 7.392 3.19e-13 ***
## GarageCars 2.699e-02 1.208e-02 2.234 0.025723 *
## GarageArea 6.669e-05 4.085e-05 1.633 0.102900
## YrSold -3.677e-03 2.746e-03 -1.339 0.180854
## SaleConditionAdjLand 1.008e-01 6.611e-02 1.524 0.127741
## SaleConditionAlloca 2.268e-02 4.247e-02 0.534 0.593452
## SaleConditionFamily -1.450e-02 3.214e-02 -0.451 0.651920
## SaleConditionNormal 3.966e-02 1.464e-02 2.709 0.006872 **
## SaleConditionPartial 6.973e-02 2.011e-02 3.468 0.000548 ***
## NeighborhoodBlueste -2.606e-02 1.212e-01 -0.215 0.829848
## NeighborhoodBrDale -3.726e-02 5.474e-02 -0.681 0.496201
## NeighborhoodBrkSide 2.731e-02 4.524e-02 0.604 0.546207
## NeighborhoodClearCr -1.992e-02 4.760e-02 -0.418 0.675698
## NeighborhoodCollgCr -1.912e-02 3.600e-02 -0.531 0.595534
## NeighborhoodCrawfor 1.143e-01 4.261e-02 2.682 0.007453 **
## NeighborhoodEdwards -7.662e-02 3.986e-02 -1.922 0.054911 .
## NeighborhoodGilbert -2.486e-02 3.791e-02 -0.656 0.512199
## NeighborhoodIDOTRR -4.466e-02 5.301e-02 -0.842 0.399812
## NeighborhoodMeadowV -1.010e-01 5.850e-02 -1.726 0.084686 .
## NeighborhoodMitchel -6.075e-02 4.134e-02 -1.469 0.142037
## NeighborhoodNAmes -1.864e-02 3.820e-02 -0.488 0.625660
## NeighborhoodNoRidge 7.764e-02 4.175e-02 1.860 0.063241 .
## NeighborhoodNPkVill 5.164e-02 7.612e-02 0.678 0.497699
## NeighborhoodNridgHt 7.730e-02 3.856e-02 2.005 0.045272 *
## NeighborhoodNWAmes -4.474e-02 4.017e-02 -1.114 0.265694
## NeighborhoodOldTown -3.912e-02 4.684e-02 -0.835 0.403854
## NeighborhoodSawyer -2.360e-02 4.001e-02 -0.590 0.555314
## NeighborhoodSawyerW -2.568e-03 3.991e-02 -0.064 0.948715
## NeighborhoodSomerst 5.740e-02 4.637e-02 1.238 0.216007
## NeighborhoodStoneBr 1.527e-01 4.360e-02 3.502 0.000483 ***
## NeighborhoodSWISU 5.747e-03 4.898e-02 0.117 0.906623
## NeighborhoodTimber -8.813e-03 4.057e-02 -0.217 0.828069
## NeighborhoodVeenker 5.104e-02 5.270e-02 0.969 0.332969
## FenceGdWo -2.866e-02 2.620e-02 -1.094 0.274433
## FenceMnPrv 8.218e-03 2.170e-02 0.379 0.705029
## FenceMnWw -4.073e-02 4.362e-02 -0.934 0.350592
## FenceNone -1.653e-02 1.952e-02 -0.847 0.397397
## GarageQualFa -1.815e-01 7.212e-02 -2.517 0.012009 *
## GarageQualGd -8.671e-02 8.287e-02 -1.046 0.295645
## GarageQualNone -8.542e-02 9.406e-02 -0.908 0.364014
## GarageQualPo -2.741e-01 1.126e-01 -2.435 0.015091 *
## GarageQualTA -1.626e-01 6.903e-02 -2.356 0.018674 *
## OverallQual 3.907e-02 5.537e-03 7.056 3.33e-12 ***
## OverallCond 5.094e-02 4.061e-03 12.544 < 2e-16 ***
## BsmtQualFa -5.966e-02 3.454e-02 -1.727 0.084420 .
## BsmtQualGd -7.147e-02 1.817e-02 -3.933 9.01e-05 ***
## BsmtQualNone 5.750e-01 1.957e-01 2.938 0.003387 **
## BsmtQualTA -6.169e-02 2.227e-02 -2.770 0.005723 **
## KitchenQualFa -9.941e-02 3.287e-02 -3.025 0.002558 **
## KitchenQualGd -6.307e-02 1.828e-02 -3.450 0.000585 ***
## KitchenQualTA -7.796e-02 2.048e-02 -3.806 0.000150 ***
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -9.205e-03 1.085e-02 -0.849 0.396356
## GarageFinishUnf -1.945e-02 1.323e-02 -1.470 0.141790
## GarageTypeAttchd 1.152e-01 5.726e-02 2.012 0.044474 *
## GarageTypeBasment 8.802e-02 6.538e-02 1.346 0.178518
## GarageTypeBuiltIn 1.110e-01 5.928e-02 1.872 0.061530 .
## GarageTypeCarPort 3.919e-02 7.457e-02 0.526 0.599268
## GarageTypeDetchd 1.121e-01 5.715e-02 1.961 0.050144 .
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.390e-02 1.748e-02 0.795 0.426707
## FoundationPConc 3.878e-02 1.940e-02 1.999 0.045884 *
## FoundationSlab -1.198e-02 5.756e-02 -0.208 0.835196
## FoundationStone 9.372e-02 6.537e-02 1.434 0.151988
## FoundationWood -9.388e-02 7.076e-02 -1.327 0.184920
## FireplaceQuFa -9.929e-03 3.744e-02 -0.265 0.790908
## FireplaceQuGd -1.571e-02 2.722e-02 -0.577 0.563845
## FireplaceQuNone -5.203e-02 2.844e-02 -1.830 0.067609 .
## FireplaceQuPo -3.617e-02 4.146e-02 -0.873 0.383092
## FireplaceQuTA -1.066e-02 2.856e-02 -0.373 0.708964
## HeatingQCFa -3.584e-02 2.106e-02 -1.702 0.089146 .
## HeatingQCGd -3.182e-02 1.137e-02 -2.798 0.005247 **
## HeatingQCPo -2.409e-02 1.217e-01 -0.198 0.843155
## HeatingQCTA -4.367e-02 1.103e-02 -3.960 8.05e-05 ***
## BsmtFinType1BLQ 4.725e-05 1.509e-02 0.003 0.997502
## BsmtFinType1GLQ 1.159e-02 1.381e-02 0.839 0.401636
## BsmtFinType1LwQ -2.333e-02 1.930e-02 -1.209 0.227029
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.543e-02 1.584e-02 -0.974 0.330170
## BsmtFinType1Unf -5.661e-02 1.375e-02 -4.117 4.18e-05 ***
## MasVnrTypeBrkFace 5.398e-02 3.348e-02 1.612 0.107193
## MasVnrTypeNone 4.720e-02 3.284e-02 1.437 0.150942
## MasVnrTypeStone 5.122e-02 3.599e-02 1.423 0.155042
## Exterior1stAsphShn -1.110e-01 1.272e-01 -0.873 0.382922
## Exterior1stBrkComm -1.275e-01 1.388e-01 -0.919 0.358513
## Exterior1stBrkFace 1.730e-01 7.304e-02 2.369 0.018052 *
## Exterior1stCBlock -8.847e-02 1.236e-01 -0.716 0.474168
## Exterior1stCemntBd 3.821e-02 9.686e-02 0.394 0.693311
## Exterior1stHdBoard 7.877e-02 7.224e-02 1.090 0.275821
## Exterior1stImStucc -2.710e-03 1.416e-01 -0.019 0.984737
## Exterior1stMetalSd 1.662e-01 8.319e-02 1.998 0.046030 *
## Exterior1stPlywood 8.566e-02 7.064e-02 1.213 0.225608
## Exterior1stStone 1.031e-01 1.486e-01 0.694 0.487929
## Exterior1stStucco 8.326e-02 7.501e-02 1.110 0.267282
## Exterior1stVinylSd 2.971e-02 7.193e-02 0.413 0.679710
## Exterior1stWd Sdng 6.444e-02 7.083e-02 0.910 0.363154
## Exterior1stWdShing 7.900e-02 7.332e-02 1.077 0.281538
## Exterior2ndAsphShn NA NA NA NA
## Exterior2ndBrk Cmn -1.139e-01 1.108e-01 -1.028 0.304351
## Exterior2ndBrkFace -1.703e-01 8.140e-02 -2.092 0.036750 *
## Exterior2ndCBlock NA NA NA NA
## Exterior2ndCmentBd -1.576e-02 9.934e-02 -0.159 0.873967
## Exterior2ndHdBoard -9.769e-02 7.485e-02 -1.305 0.192180
## Exterior2ndImStucc -4.855e-02 8.300e-02 -0.585 0.558712
## Exterior2ndMetalSd -1.661e-01 8.635e-02 -1.923 0.054762 .
## Exterior2ndPlywood -9.903e-02 7.281e-02 -1.360 0.174138
## Exterior2ndStone -1.768e-01 9.473e-02 -1.866 0.062384 .
## Exterior2ndStucco -6.433e-02 7.759e-02 -0.829 0.407250
## Exterior2ndVinylSd -2.221e-02 7.437e-02 -0.299 0.765319
## Exterior2ndWd Sdng -8.040e-02 7.368e-02 -1.091 0.275509
## Exterior2ndWd Shng -8.831e-02 7.380e-02 -1.197 0.231729
## MSZoningFV 2.836e-01 7.036e-02 4.030 6.02e-05 ***
## MSZoningRH 2.684e-01 6.856e-02 3.915 9.70e-05 ***
## MSZoningRL 2.740e-01 6.152e-02 4.454 9.46e-06 ***
## MSZoningRM 2.393e-01 5.836e-02 4.100 4.49e-05 ***
## TotalBsmtSF 1.115e-01 2.186e-02 5.100 4.10e-07 ***
## X1stFlrSF 4.237e-02 4.559e-02 0.929 0.352914
## YearBuilt 2.391e-03 3.882e-04 6.158 1.09e-09 ***
## BsmtExposureGd 3.112e-02 1.616e-02 1.925 0.054473 .
## BsmtExposureMn -8.761e-03 1.627e-02 -0.538 0.590431
## BsmtExposureNo -2.763e-02 1.126e-02 -2.455 0.014281 *
## BsmtExposureNone -9.986e-02 1.118e-01 -0.893 0.372096
## Condition1Feedr 2.799e-02 2.676e-02 1.046 0.295869
## Condition1Norm 8.001e-02 2.228e-02 3.591 0.000347 ***
## Condition1PosA -4.524e-02 6.183e-02 -0.732 0.464512
## Condition1PosN 1.028e-01 3.761e-02 2.734 0.006373 **
## Condition1RRAe -6.362e-02 4.450e-02 -1.430 0.153160
## Condition1RRAn 6.816e-02 3.813e-02 1.788 0.074149 .
## Condition1RRNe 1.143e-02 8.498e-02 0.134 0.893078
## Condition1RRNn 6.874e-02 7.467e-02 0.921 0.357522
## I(LotArea^2) 5.035e-03 6.940e-04 7.255 8.36e-13 ***
## StreetPave 1.209e-01 8.050e-02 1.502 0.133411
## Condition2Feedr 2.657e-01 1.223e-01 2.173 0.030060 *
## Condition2Norm 1.159e-01 9.345e-02 1.241 0.215079
## Condition2PosA 4.470e-01 1.471e-01 3.040 0.002435 **
## Condition2PosN -5.702e-01 1.315e-01 -4.337 1.60e-05 ***
## Condition2RRAn -5.391e-02 1.496e-01 -0.360 0.718577
## Condition2RRNn 2.114e-01 1.508e-01 1.401 0.161425
## LotConfigCulDSac 2.699e-03 1.762e-02 0.153 0.878282
## LotConfigFR2 -5.529e-02 2.030e-02 -2.723 0.006589 **
## LotConfigFR3 -1.428e-01 8.116e-02 -1.759 0.078843 .
## LotConfigInside -2.525e-02 9.753e-03 -2.589 0.009770 **
## LandSlopeMod 1.822e-02 1.853e-02 0.983 0.325644
## LandSlopeSev -1.245e-01 5.042e-02 -2.468 0.013758 *
## RoofStyleGable -1.530e+00 1.350e-01 -11.330 < 2e-16 ***
## RoofStyleGambrel -1.572e+00 1.402e-01 -11.207 < 2e-16 ***
## RoofStyleHip -1.518e+00 1.354e-01 -11.215 < 2e-16 ***
## RoofStyleMansard -1.399e+00 2.191e-01 -6.385 2.69e-10 ***
## RoofMatlCompShg 1.535e+00 1.287e-01 11.927 < 2e-16 ***
## RoofMatlMetal 1.672e-01 1.265e-01 1.321 0.186729
## RoofMatlRoll 1.441e+00 1.741e-01 8.275 4.35e-16 ***
## RoofMatlTar&Grv NA NA NA NA
## RoofMatlWdShake 1.585e+00 1.731e-01 9.159 < 2e-16 ***
## RoofMatlWdShngl 1.687e+00 1.362e-01 12.390 < 2e-16 ***
## BsmtFinSF2 -3.437e-03 2.157e-03 -1.594 0.111370
## BsmtUnfSF -8.247e-03 2.849e-03 -2.895 0.003880 **
## X2ndFlrSF 4.018e-03 4.175e-03 0.962 0.336098
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1098 on 942 degrees of freedom
## Multiple R-squared: 0.9331, Adjusted R-squared: 0.9223
## F-statistic: 86.97 on 151 and 942 DF, p-value: < 2.2e-16
FEATURE ENGINEERING
Feature engineering is an essential step in the data analysis process, where new variables are created by combining existing ones to capture additional information or create more meaningful features. In this project, we propose the following variable combinations:
fit_lm_4 <- lm(SalePrice~GrLivArea+I(GarageCars+GarageArea)+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
+TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_new)
# Print the summary of the model (fit_lm_8)
summary(fit_lm_4)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + I(GarageCars + GarageArea) +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF +
## X1stFlrSF + YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) +
## Street + Condition2 + LotConfig + LandSlope + RoofStyle +
## RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, data = train_new)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.69587 -0.05341 0.00498 0.05973 0.52311
##
## Coefficients: (6 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.853e+00 5.590e+00 1.763 0.078283 .
## GrLivArea 3.693e-01 4.887e-02 7.556 9.79e-14 ***
## I(GarageCars + GarageArea) 1.303e-04 2.919e-05 4.465 8.99e-06 ***
## YrSold -3.824e-03 2.751e-03 -1.390 0.164803
## SaleConditionAdjLand 9.853e-02 6.624e-02 1.487 0.137218
## SaleConditionAlloca 2.985e-02 4.244e-02 0.703 0.482059
## SaleConditionFamily -1.706e-02 3.219e-02 -0.530 0.596242
## SaleConditionNormal 3.892e-02 1.467e-02 2.654 0.008087 **
## SaleConditionPartial 6.828e-02 2.014e-02 3.390 0.000727 ***
## NeighborhoodBlueste -2.925e-02 1.215e-01 -0.241 0.809796
## NeighborhoodBrDale -4.839e-02 5.462e-02 -0.886 0.375919
## NeighborhoodBrkSide 1.965e-02 4.521e-02 0.435 0.663848
## NeighborhoodClearCr -2.640e-02 4.761e-02 -0.554 0.579370
## NeighborhoodCollgCr -2.748e-02 3.588e-02 -0.766 0.443813
## NeighborhoodCrawfor 1.072e-01 4.258e-02 2.519 0.011943 *
## NeighborhoodEdwards -8.462e-02 3.978e-02 -2.127 0.033670 *
## NeighborhoodGilbert -2.555e-02 3.799e-02 -0.673 0.501382
## NeighborhoodIDOTRR -6.057e-02 5.264e-02 -1.151 0.250134
## NeighborhoodMeadowV -1.140e-01 5.833e-02 -1.955 0.050842 .
## NeighborhoodMitchel -6.407e-02 4.140e-02 -1.548 0.122009
## NeighborhoodNAmes -2.557e-02 3.815e-02 -0.670 0.502874
## NeighborhoodNoRidge 7.351e-02 4.179e-02 1.759 0.078912 .
## NeighborhoodNPkVill 5.672e-02 7.625e-02 0.744 0.457150
## NeighborhoodNridgHt 7.090e-02 3.853e-02 1.840 0.066047 .
## NeighborhoodNWAmes -4.824e-02 4.023e-02 -1.199 0.230725
## NeighborhoodOldTown -4.935e-02 4.671e-02 -1.056 0.291019
## NeighborhoodSawyer -2.908e-02 4.001e-02 -0.727 0.467503
## NeighborhoodSawyerW -7.855e-03 3.992e-02 -0.197 0.844048
## NeighborhoodSomerst 5.082e-02 4.637e-02 1.096 0.273331
## NeighborhoodStoneBr 1.464e-01 4.360e-02 3.358 0.000817 ***
## NeighborhoodSWISU -4.439e-03 4.887e-02 -0.091 0.927649
## NeighborhoodTimber -1.296e-02 4.061e-02 -0.319 0.749665
## NeighborhoodVeenker 4.535e-02 5.274e-02 0.860 0.390159
## FenceGdWo -2.881e-02 2.626e-02 -1.097 0.272867
## FenceMnPrv 6.850e-03 2.174e-02 0.315 0.752754
## FenceMnWw -4.224e-02 4.370e-02 -0.967 0.334027
## FenceNone -1.722e-02 1.956e-02 -0.881 0.378751
## GarageQualFa -1.673e-01 7.199e-02 -2.325 0.020308 *
## GarageQualGd -7.582e-02 8.289e-02 -0.915 0.360625
## GarageQualNone -9.083e-02 9.422e-02 -0.964 0.335273
## GarageQualPo -2.680e-01 1.128e-01 -2.376 0.017684 *
## GarageQualTA -1.491e-01 6.891e-02 -2.164 0.030700 *
## OverallQual 3.990e-02 5.536e-03 7.206 1.18e-12 ***
## OverallCond 5.051e-02 4.065e-03 12.427 < 2e-16 ***
## BsmtQualFa -6.030e-02 3.461e-02 -1.743 0.081745 .
## BsmtQualGd -7.047e-02 1.820e-02 -3.871 0.000116 ***
## BsmtQualNone 5.621e-01 1.961e-01 2.867 0.004234 **
## BsmtQualTA -6.345e-02 2.231e-02 -2.845 0.004544 **
## KitchenQualFa -1.006e-01 3.293e-02 -3.056 0.002310 **
## KitchenQualGd -6.329e-02 1.832e-02 -3.455 0.000575 ***
## KitchenQualTA -7.898e-02 2.052e-02 -3.849 0.000126 ***
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -1.082e-02 1.085e-02 -0.998 0.318546
## GarageFinishUnf -1.971e-02 1.326e-02 -1.487 0.137411
## GarageTypeAttchd 1.094e-01 5.732e-02 1.909 0.056548 .
## GarageTypeBasment 7.840e-02 6.537e-02 1.199 0.230717
## GarageTypeBuiltIn 1.037e-01 5.932e-02 1.749 0.080605 .
## GarageTypeCarPort 3.434e-02 7.469e-02 0.460 0.645795
## GarageTypeDetchd 1.074e-01 5.723e-02 1.878 0.060745 .
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.242e-02 1.751e-02 0.709 0.478318
## FoundationPConc 3.712e-02 1.943e-02 1.911 0.056326 .
## FoundationSlab -1.497e-02 5.766e-02 -0.260 0.795184
## FoundationStone 8.647e-02 6.543e-02 1.322 0.186600
## FoundationWood -1.001e-01 7.085e-02 -1.412 0.158231
## FireplaceQuFa -7.486e-03 3.750e-02 -0.200 0.841818
## FireplaceQuGd -1.374e-02 2.726e-02 -0.504 0.614365
## FireplaceQuNone -4.965e-02 2.848e-02 -1.744 0.081546 .
## FireplaceQuPo -3.415e-02 4.153e-02 -0.822 0.411143
## FireplaceQuTA -9.252e-03 2.861e-02 -0.323 0.746461
## HeatingQCFa -3.431e-02 2.110e-02 -1.626 0.104209
## HeatingQCGd -3.097e-02 1.139e-02 -2.719 0.006669 **
## HeatingQCPo 2.231e-03 1.214e-01 0.018 0.985338
## HeatingQCTA -4.434e-02 1.105e-02 -4.015 6.43e-05 ***
## BsmtFinType1BLQ -1.543e-03 1.511e-02 -0.102 0.918680
## BsmtFinType1GLQ 1.095e-02 1.384e-02 0.791 0.428964
## BsmtFinType1LwQ -2.248e-02 1.933e-02 -1.163 0.245128
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.619e-02 1.587e-02 -1.020 0.308090
## BsmtFinType1Unf -5.709e-02 1.378e-02 -4.143 3.73e-05 ***
## MasVnrTypeBrkFace 5.513e-02 3.354e-02 1.644 0.100607
## MasVnrTypeNone 4.636e-02 3.290e-02 1.409 0.159131
## MasVnrTypeStone 5.349e-02 3.605e-02 1.484 0.138161
## Exterior1stAsphShn -1.188e-01 1.274e-01 -0.932 0.351325
## Exterior1stBrkComm -1.272e-01 1.391e-01 -0.914 0.360837
## Exterior1stBrkFace 1.715e-01 7.319e-02 2.343 0.019333 *
## Exterior1stCBlock -9.377e-02 1.238e-01 -0.758 0.448931
## Exterior1stCemntBd 3.177e-02 9.702e-02 0.327 0.743424
## Exterior1stHdBoard 7.776e-02 7.239e-02 1.074 0.283012
## Exterior1stImStucc 8.807e-03 1.418e-01 0.062 0.950501
## Exterior1stMetalSd 1.652e-01 8.337e-02 1.982 0.047794 *
## Exterior1stPlywood 8.482e-02 7.079e-02 1.198 0.231115
## Exterior1stStone 9.955e-02 1.489e-01 0.669 0.503917
## Exterior1stStucco 7.776e-02 7.512e-02 1.035 0.300872
## Exterior1stVinylSd 2.735e-02 7.208e-02 0.380 0.704384
## Exterior1stWd Sdng 6.421e-02 7.098e-02 0.905 0.365852
## Exterior1stWdShing 7.746e-02 7.347e-02 1.054 0.292008
## Exterior2ndAsphShn NA NA NA NA
## Exterior2ndBrk Cmn -1.181e-01 1.111e-01 -1.064 0.287670
## Exterior2ndBrkFace -1.685e-01 8.157e-02 -2.065 0.039180 *
## Exterior2ndCBlock NA NA NA NA
## Exterior2ndCmentBd -1.038e-02 9.952e-02 -0.104 0.916915
## Exterior2ndHdBoard -1.010e-01 7.499e-02 -1.347 0.178206
## Exterior2ndImStucc -5.410e-02 8.314e-02 -0.651 0.515403
## Exterior2ndMetalSd -1.683e-01 8.652e-02 -1.945 0.052102 .
## Exterior2ndPlywood -1.010e-01 7.296e-02 -1.385 0.166526
## Exterior2ndStone -1.679e-01 9.485e-02 -1.770 0.077101 .
## Exterior2ndStucco -6.159e-02 7.775e-02 -0.792 0.428462
## Exterior2ndVinylSd -2.256e-02 7.452e-02 -0.303 0.762133
## Exterior2ndWd Sdng -8.161e-02 7.384e-02 -1.105 0.269320
## Exterior2ndWd Shng -8.492e-02 7.393e-02 -1.149 0.251012
## MSZoningFV 2.779e-01 7.046e-02 3.945 8.58e-05 ***
## MSZoningRH 2.642e-01 6.868e-02 3.848 0.000127 ***
## MSZoningRL 2.717e-01 6.164e-02 4.408 1.16e-05 ***
## MSZoningRM 2.408e-01 5.848e-02 4.118 4.15e-05 ***
## TotalBsmtSF 1.094e-01 2.189e-02 4.999 6.87e-07 ***
## X1stFlrSF 3.959e-02 4.567e-02 0.867 0.386195
## YearBuilt 2.439e-03 3.884e-04 6.279 5.19e-10 ***
## BsmtExposureGd 3.222e-02 1.619e-02 1.991 0.046823 *
## BsmtExposureMn -8.950e-03 1.631e-02 -0.549 0.583236
## BsmtExposureNo -2.862e-02 1.127e-02 -2.539 0.011270 *
## BsmtExposureNone -9.762e-02 1.121e-01 -0.871 0.383918
## Condition1Feedr 2.864e-02 2.681e-02 1.068 0.285731
## Condition1Norm 8.012e-02 2.233e-02 3.588 0.000350 ***
## Condition1PosA -4.810e-02 6.195e-02 -0.777 0.437634
## Condition1PosN 1.025e-01 3.769e-02 2.720 0.006654 **
## Condition1RRAe -6.485e-02 4.459e-02 -1.454 0.146205
## Condition1RRAn 6.786e-02 3.821e-02 1.776 0.076048 .
## Condition1RRNe 1.538e-02 8.514e-02 0.181 0.856663
## Condition1RRNn 7.098e-02 7.482e-02 0.949 0.343030
## I(LotArea^2) 5.046e-03 6.955e-04 7.256 8.31e-13 ***
## StreetPave 1.173e-01 8.065e-02 1.454 0.146303
## Condition2Feedr 2.584e-01 1.225e-01 2.109 0.035183 *
## Condition2Norm 1.030e-01 9.346e-02 1.102 0.270564
## Condition2PosA 4.134e-01 1.466e-01 2.820 0.004901 **
## Condition2PosN -5.979e-01 1.311e-01 -4.559 5.81e-06 ***
## Condition2RRAn -7.076e-02 1.497e-01 -0.473 0.636494
## Condition2RRNn 1.991e-01 1.510e-01 1.318 0.187660
## LotConfigCulDSac 1.859e-03 1.765e-02 0.105 0.916150
## LotConfigFR2 -5.396e-02 2.034e-02 -2.653 0.008108 **
## LotConfigFR3 -1.429e-01 8.133e-02 -1.757 0.079197 .
## LotConfigInside -2.597e-02 9.768e-03 -2.659 0.007968 **
## LandSlopeMod 1.972e-02 1.856e-02 1.063 0.288162
## LandSlopeSev -1.256e-01 5.053e-02 -2.485 0.013126 *
## RoofStyleGable -1.594e+00 1.321e-01 -12.070 < 2e-16 ***
## RoofStyleGambrel -1.637e+00 1.374e-01 -11.920 < 2e-16 ***
## RoofStyleHip -1.582e+00 1.325e-01 -11.938 < 2e-16 ***
## RoofStyleMansard -1.459e+00 2.179e-01 -6.696 3.68e-11 ***
## RoofMatlCompShg 1.601e+00 1.255e-01 12.758 < 2e-16 ***
## RoofMatlMetal 1.758e-01 1.267e-01 1.387 0.165626
## RoofMatlRoll 1.511e+00 1.715e-01 8.812 < 2e-16 ***
## RoofMatlTar&Grv NA NA NA NA
## RoofMatlWdShake 1.649e+00 1.710e-01 9.640 < 2e-16 ***
## RoofMatlWdShngl 1.753e+00 1.332e-01 13.163 < 2e-16 ***
## BsmtFinSF2 -3.574e-03 2.160e-03 -1.655 0.098341 .
## BsmtUnfSF -7.820e-03 2.848e-03 -2.746 0.006154 **
## X2ndFlrSF 3.640e-03 4.180e-03 0.871 0.384003
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.11 on 943 degrees of freedom
## Multiple R-squared: 0.9327, Adjusted R-squared: 0.922
## F-statistic: 87.15 on 150 and 943 DF, p-value: < 2.2e-16
After performing backward model selection, we have determined that the 7th model is the best model among the selected models. This model likely includes a subset of variables that have the most significant impact on predicting the target variable.
Now, our next step is to compare the performance of the 7th model with a model that includes almost all variables. By excluding some variables from the nearly complete model, we can assess the effect of variable reduction on the model’s predictive accuracy.
To evaluate the models, we will calculate the mean squared error (MSE) for both the 7th model and the model with almost all variables. The MSE measures the average squared difference between the predicted and actual values of the target variable. Comparing the MSE values will give us an indication of which model performs better in terms of prediction accuracy.
By conducting this comparison, we can determine whether the inclusion of additional variables in the nearly complete model significantly improves the model’s performance compared to the 7th model, or if the 7th model’s simplicity and reduced set of variables still provide satisfactory predictive results.
# Since we now want to look mse error on validation set and see if there is overfit
#or not compared to the model that we used all the varaibles, we now extracting some
#of the problematic variables as above.
fit_lm_3_prime <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+MSZoning+
+TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
Street+LotConfig+LandSlope+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_new2)
# Print the summary of the model (fit_lm_3)
summary(fit_lm_3_prime)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + MSZoning + +TotalBsmtSF + X1stFlrSF +
## YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + Street +
## LotConfig + LandSlope + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF,
## data = train_new2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.12183 -0.05357 0.00387 0.05931 0.38457
##
## Coefficients: (3 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.331e+01 6.091e+00 2.185 0.029101 *
## GrLivArea 4.211e-01 5.275e-02 7.983 4.03e-15 ***
## GarageCars 6.162e-02 1.282e-02 4.807 1.77e-06 ***
## GarageArea -3.507e-05 4.290e-05 -0.818 0.413832
## YrSold -4.469e-03 2.999e-03 -1.490 0.136559
## SaleConditionAdjLand 1.023e-01 6.810e-02 1.502 0.133487
## SaleConditionAlloca 1.992e-02 4.611e-02 0.432 0.665794
## SaleConditionFamily -1.642e-03 3.533e-02 -0.046 0.962944
## SaleConditionNormal 4.743e-02 1.588e-02 2.987 0.002890 **
## SaleConditionPartial 6.078e-02 2.193e-02 2.771 0.005695 **
## NeighborhoodBlueste -9.125e-02 1.339e-01 -0.681 0.495834
## NeighborhoodBrDale -6.463e-02 6.002e-02 -1.077 0.281845
## NeighborhoodBrkSide -6.480e-03 4.933e-02 -0.131 0.895516
## NeighborhoodClearCr 1.432e-02 5.176e-02 0.277 0.782070
## NeighborhoodCollgCr 7.921e-03 3.957e-02 0.200 0.841393
## NeighborhoodCrawfor 1.010e-01 4.673e-02 2.161 0.030933 *
## NeighborhoodEdwards -9.924e-02 4.378e-02 -2.267 0.023637 *
## NeighborhoodGilbert -8.725e-03 4.170e-02 -0.209 0.834311
## NeighborhoodIDOTRR -7.437e-02 5.811e-02 -1.280 0.200912
## NeighborhoodMeadowV -1.050e-01 6.407e-02 -1.639 0.101628
## NeighborhoodMitchel -4.868e-02 4.524e-02 -1.076 0.282191
## NeighborhoodNAmes -1.988e-02 4.198e-02 -0.473 0.636006
## NeighborhoodNoRidge 1.329e-01 4.568e-02 2.909 0.003707 **
## NeighborhoodNPkVill 5.227e-03 6.183e-02 0.085 0.932644
## NeighborhoodNridgHt 1.175e-01 4.197e-02 2.798 0.005241 **
## NeighborhoodNWAmes -3.223e-02 4.389e-02 -0.734 0.462918
## NeighborhoodOldTown -5.822e-02 5.132e-02 -1.134 0.256929
## NeighborhoodSawyer -2.834e-02 4.403e-02 -0.644 0.519898
## NeighborhoodSawyerW 1.390e-02 4.388e-02 0.317 0.751410
## NeighborhoodSomerst 1.100e-01 5.071e-02 2.170 0.030260 *
## NeighborhoodStoneBr 1.945e-01 4.784e-02 4.066 5.17e-05 ***
## NeighborhoodSWISU -2.219e-02 5.361e-02 -0.414 0.679007
## NeighborhoodTimber 2.649e-02 4.404e-02 0.601 0.547683
## NeighborhoodVeenker 7.244e-02 5.714e-02 1.268 0.205150
## FenceGdWo -3.879e-02 2.865e-02 -1.354 0.176137
## FenceMnPrv 1.146e-03 2.371e-02 0.048 0.961439
## FenceMnWw -5.563e-02 4.780e-02 -1.164 0.244811
## FenceNone -3.008e-02 2.123e-02 -1.417 0.156756
## GarageQualFa -2.552e-01 7.771e-02 -3.284 0.001059 **
## GarageQualGd -1.015e-01 8.614e-02 -1.178 0.239117
## GarageQualNone -1.307e-01 1.009e-01 -1.295 0.195664
## GarageQualPo -3.202e-01 1.227e-01 -2.611 0.009171 **
## GarageQualTA -2.200e-01 7.432e-02 -2.961 0.003144 **
## OverallQual 4.112e-02 5.862e-03 7.014 4.33e-12 ***
## OverallCond 5.069e-02 4.400e-03 11.522 < 2e-16 ***
## BsmtQualFa -6.958e-02 3.766e-02 -1.848 0.064925 .
## BsmtQualGd -7.518e-02 1.983e-02 -3.792 0.000159 ***
## BsmtQualNone 4.094e-01 2.134e-01 1.919 0.055329 .
## BsmtQualTA -5.999e-02 2.445e-02 -2.453 0.014327 *
## KitchenQualFa -8.143e-02 3.601e-02 -2.261 0.023955 *
## KitchenQualGd -4.695e-02 1.993e-02 -2.355 0.018712 *
## KitchenQualTA -6.499e-02 2.232e-02 -2.912 0.003676 **
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -7.344e-03 1.188e-02 -0.618 0.536664
## GarageFinishUnf -2.037e-02 1.444e-02 -1.411 0.158687
## GarageTypeAttchd 1.217e-01 6.101e-02 1.995 0.046298 *
## GarageTypeBasment 1.170e-01 6.988e-02 1.673 0.094555 .
## GarageTypeBuiltIn 1.138e-01 6.350e-02 1.793 0.073358 .
## GarageTypeCarPort 4.022e-02 7.922e-02 0.508 0.611772
## GarageTypeDetchd 1.169e-01 6.062e-02 1.928 0.054105 .
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.298e-02 1.905e-02 0.681 0.495833
## FoundationPConc 3.990e-02 2.119e-02 1.883 0.059941 .
## FoundationSlab 2.427e-03 6.143e-02 0.040 0.968494
## FoundationStone 6.977e-02 7.176e-02 0.972 0.331126
## FoundationWood -8.493e-02 7.816e-02 -1.087 0.277485
## FireplaceQuFa -4.584e-02 4.109e-02 -1.116 0.264846
## FireplaceQuGd -5.623e-02 2.975e-02 -1.890 0.059075 .
## FireplaceQuNone -9.720e-02 3.106e-02 -3.129 0.001806 **
## FireplaceQuPo -8.799e-02 4.514e-02 -1.949 0.051555 .
## FireplaceQuTA -5.471e-02 3.123e-02 -1.752 0.080135 .
## HeatingQCFa -4.513e-02 2.279e-02 -1.980 0.047976 *
## HeatingQCGd -3.144e-02 1.240e-02 -2.536 0.011360 *
## HeatingQCPo -7.578e-02 1.345e-01 -0.564 0.573199
## HeatingQCTA -3.662e-02 1.207e-02 -3.035 0.002473 **
## BsmtFinType1BLQ -1.801e-03 1.649e-02 -0.109 0.913044
## BsmtFinType1GLQ 1.952e-03 1.503e-02 0.130 0.896683
## BsmtFinType1LwQ -2.532e-02 2.084e-02 -1.215 0.224794
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -1.479e-02 1.722e-02 -0.859 0.390519
## BsmtFinType1Unf -5.861e-02 1.492e-02 -3.929 9.14e-05 ***
## MasVnrTypeBrkFace 4.599e-02 3.677e-02 1.251 0.211285
## MasVnrTypeNone 3.841e-02 3.608e-02 1.064 0.287386
## MasVnrTypeStone 3.102e-02 3.939e-02 0.788 0.431154
## Exterior1stAsphShn -3.794e-02 1.377e-01 -0.276 0.782987
## Exterior1stBrkComm -1.945e-01 9.687e-02 -2.008 0.044906 *
## Exterior1stBrkFace 7.058e-02 4.225e-02 1.671 0.095118 .
## Exterior1stCBlock -6.889e-02 1.350e-01 -0.510 0.610066
## Exterior1stCemntBd 2.612e-02 4.288e-02 0.609 0.542626
## Exterior1stHdBoard -2.466e-03 3.782e-02 -0.065 0.948030
## Exterior1stImStucc -8.239e-02 1.352e-01 -0.609 0.542445
## Exterior1stMetalSd 1.927e-02 3.633e-02 0.531 0.595860
## Exterior1stPlywood 2.125e-02 3.938e-02 0.540 0.589531
## Exterior1stStone -4.518e-02 1.341e-01 -0.337 0.736271
## Exterior1stStucco -3.602e-02 4.495e-02 -0.801 0.423185
## Exterior1stVinylSd 3.130e-02 3.668e-02 0.853 0.393725
## Exterior1stWd Sdng -5.059e-03 3.625e-02 -0.140 0.889039
## Exterior1stWdShing 2.613e-02 4.584e-02 0.570 0.568779
## MSZoningFV 2.523e-01 7.541e-02 3.346 0.000851 ***
## MSZoningRH 2.419e-01 7.330e-02 3.300 0.001002 **
## MSZoningRL 2.590e-01 6.469e-02 4.003 6.73e-05 ***
## MSZoningRM 2.265e-01 6.134e-02 3.692 0.000235 ***
## TotalBsmtSF 8.929e-02 2.381e-02 3.750 0.000188 ***
## X1stFlrSF -2.239e-02 4.941e-02 -0.453 0.650545
## YearBuilt 1.565e-03 4.144e-04 3.776 0.000169 ***
## BsmtExposureGd 2.967e-02 1.753e-02 1.693 0.090792 .
## BsmtExposureMn -2.396e-03 1.791e-02 -0.134 0.893604
## BsmtExposureNo -2.643e-02 1.241e-02 -2.129 0.033469 *
## BsmtExposureNone -1.051e-01 1.238e-01 -0.849 0.396022
## Condition1Feedr 7.504e-03 2.812e-02 0.267 0.789602
## Condition1Norm 7.748e-02 2.370e-02 3.269 0.001119 **
## Condition1PosA -2.714e-03 6.168e-02 -0.044 0.964909
## Condition1PosN 3.762e-02 3.858e-02 0.975 0.329758
## Condition1RRAe -4.970e-02 4.880e-02 -1.019 0.308683
## Condition1RRAn 7.796e-02 4.021e-02 1.939 0.052821 .
## Condition1RRNe 2.111e-02 9.368e-02 0.225 0.821779
## Condition1RRNn 5.490e-02 7.964e-02 0.689 0.490730
## I(LotArea^2) 4.149e-03 7.296e-04 5.687 1.71e-08 ***
## StreetPave 1.161e-01 8.739e-02 1.329 0.184163
## LotConfigCulDSac 9.615e-03 1.910e-02 0.503 0.614803
## LotConfigFR2 -4.824e-02 2.221e-02 -2.172 0.030106 *
## LotConfigFR3 -1.345e-01 8.978e-02 -1.498 0.134503
## LotConfigInside -1.649e-02 1.057e-02 -1.561 0.118915
## LandSlopeMod 2.312e-02 1.995e-02 1.159 0.246802
## LandSlopeSev -1.013e-01 5.173e-02 -1.958 0.050499 .
## BsmtFinSF2 -3.293e-03 2.351e-03 -1.401 0.161655
## BsmtUnfSF -7.559e-03 3.106e-03 -2.434 0.015108 *
## X2ndFlrSF -3.956e-03 4.496e-03 -0.880 0.379212
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1216 on 969 degrees of freedom
## Multiple R-squared: 0.9156, Adjusted R-squared: 0.9048
## F-statistic: 84.76 on 124 and 969 DF, p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_lm_3_prime, newdata = validate2)
# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1189876
# visualize model results
par(mfrow=c(2,2))
plot(fit_lm_3)
mtext("Model 1: ALL VARIABLES", side = 3, line = -28, outer = TRUE)
par(mfrow=c(1,1))
# Great!! we see improvement in the model selection part !!!
#4.3 TRAIN BEST MODEL WITH NO OUTLIERS
In order to identify outliers in our data, we will examine the residuals of our model. Residuals represent the differences between the observed values and the predicted values from the model. By analyzing the distribution and patterns of the residuals, we can identify observations that deviate significantly from the expected behavior.
One approach to identifying outliers is to set a threshold for the residuals. Observations with residuals exceeding this threshold are considered potential outliers. The choice of threshold will depend on the specific characteristics of our data and the context of our analysis. Plotting the residuals can provide visual insights into their distribution and help us determine an appropriate threshold.
By identifying outliers, we can assess their impact on our model and decide how to handle them. Outliers may be influential data points that can significantly affect our model’s performance and estimated coefficients. Therefore, it is important to carefully evaluate and address these observations to ensure the integrity and accuracy of our analysis.
outlier_threshold <- 0.70 # Adjust the threshold as needed
outliers <- which(abs(fit_lm_3_prime$residuals) > outlier_threshold)
# Display the count of outliers in fit_1
cat("Number of outliers in fit_lm_3_prime:", length(outliers), "\n")
## Number of outliers in fit_lm_3_prime: 3
# Remove outliers from the dataset
train_no_outliers <- train_new2[-outliers, ]
#Removing Exterior2nd, FullBath
fit_1_NoOutlier <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+MSZoning+
+TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
Street+LotConfig+LandSlope+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
,train_no_outliers)
# Print the summary of the model without outliers (fit_2)
# Here we can see a clear improvoment of our model !
summary(fit_1_NoOutlier)
##
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea +
## YrSold + SaleCondition + Neighborhood + Fence + GarageQual +
## OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish +
## GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 +
## MasVnrType + Exterior1st + MSZoning + +TotalBsmtSF + X1stFlrSF +
## YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + Street +
## LotConfig + LandSlope + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF,
## data = train_no_outliers)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.61788 -0.05154 0.00575 0.05589 0.36981
##
## Coefficients: (3 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.543e+00 5.291e+00 1.804 0.071583 .
## GrLivArea 3.354e-01 4.601e-02 7.289 6.47e-13 ***
## GarageCars 3.058e-02 1.140e-02 2.683 0.007431 **
## GarageArea 6.368e-05 3.810e-05 1.672 0.094944 .
## YrSold -3.563e-03 2.604e-03 -1.368 0.171573
## SaleConditionAdjLand 6.356e-02 5.909e-02 1.076 0.282341
## SaleConditionAlloca 1.038e-02 3.999e-02 0.260 0.795227
## SaleConditionFamily 3.286e-02 3.144e-02 1.045 0.296276
## SaleConditionNormal 4.124e-02 1.377e-02 2.994 0.002821 **
## SaleConditionPartial 7.245e-02 1.903e-02 3.807 0.000149 ***
## NeighborhoodBlueste -3.312e-02 1.162e-01 -0.285 0.775668
## NeighborhoodBrDale -3.482e-02 5.209e-02 -0.668 0.504042
## NeighborhoodBrkSide 1.420e-02 4.279e-02 0.332 0.740153
## NeighborhoodClearCr -1.982e-02 4.494e-02 -0.441 0.659330
## NeighborhoodCollgCr -2.405e-02 3.439e-02 -0.699 0.484486
## NeighborhoodCrawfor 1.039e-01 4.052e-02 2.564 0.010488 *
## NeighborhoodEdwards -6.838e-02 3.802e-02 -1.799 0.072407 .
## NeighborhoodGilbert -3.112e-02 3.618e-02 -0.860 0.389930
## NeighborhoodIDOTRR -5.187e-02 5.042e-02 -1.029 0.303785
## NeighborhoodMeadowV -7.270e-02 5.560e-02 -1.307 0.191380
## NeighborhoodMitchel -7.036e-02 3.925e-02 -1.793 0.073332 .
## NeighborhoodNAmes -2.765e-02 3.641e-02 -0.760 0.447729
## NeighborhoodNoRidge 7.423e-02 3.979e-02 1.866 0.062384 .
## NeighborhoodNPkVill 2.160e-02 5.365e-02 0.403 0.687344
## NeighborhoodNridgHt 3.456e-02 3.676e-02 0.940 0.347348
## NeighborhoodNWAmes -5.061e-02 3.813e-02 -1.328 0.184655
## NeighborhoodOldTown -3.925e-02 4.453e-02 -0.881 0.378281
## NeighborhoodSawyer -3.161e-02 3.818e-02 -0.828 0.407791
## NeighborhoodSawyerW -1.315e-02 3.809e-02 -0.345 0.730015
## NeighborhoodSomerst 3.564e-02 4.423e-02 0.806 0.420544
## NeighborhoodStoneBr 1.322e-01 4.167e-02 3.174 0.001552 **
## NeighborhoodSWISU 1.858e-03 4.651e-02 0.040 0.968136
## NeighborhoodTimber -2.976e-02 3.835e-02 -0.776 0.437898
## NeighborhoodVeenker 2.078e-02 4.966e-02 0.418 0.675712
## FenceGdWo -2.906e-02 2.485e-02 -1.169 0.242572
## FenceMnPrv 4.987e-03 2.056e-02 0.243 0.808389
## FenceMnWw -3.371e-02 4.147e-02 -0.813 0.416479
## FenceNone -1.995e-02 1.842e-02 -1.084 0.278841
## GarageQualFa -2.258e-01 6.741e-02 -3.350 0.000840 ***
## GarageQualGd -1.054e-01 7.470e-02 -1.411 0.158622
## GarageQualNone -9.566e-02 8.754e-02 -1.093 0.274786
## GarageQualPo -3.135e-01 1.064e-01 -2.948 0.003273 **
## GarageQualTA -2.025e-01 6.445e-02 -3.143 0.001726 **
## OverallQual 4.823e-02 5.101e-03 9.456 < 2e-16 ***
## OverallCond 5.098e-02 3.816e-03 13.360 < 2e-16 ***
## BsmtQualFa -6.380e-02 3.267e-02 -1.953 0.051137 .
## BsmtQualGd -8.214e-02 1.720e-02 -4.775 2.08e-06 ***
## BsmtQualNone 5.334e-01 1.852e-01 2.880 0.004062 **
## BsmtQualTA -6.692e-02 2.123e-02 -3.151 0.001676 **
## KitchenQualFa -8.299e-02 3.123e-02 -2.657 0.008010 **
## KitchenQualGd -6.020e-02 1.731e-02 -3.477 0.000529 ***
## KitchenQualTA -7.432e-02 1.938e-02 -3.835 0.000133 ***
## GarageFinishNone NA NA NA NA
## GarageFinishRFn -9.896e-03 1.033e-02 -0.958 0.338181
## GarageFinishUnf -2.239e-02 1.254e-02 -1.785 0.074639 .
## GarageTypeAttchd 1.387e-01 5.293e-02 2.621 0.008902 **
## GarageTypeBasment 1.173e-01 6.062e-02 1.935 0.053301 .
## GarageTypeBuiltIn 1.469e-01 5.511e-02 2.665 0.007823 **
## GarageTypeCarPort 5.119e-02 6.872e-02 0.745 0.456480
## GarageTypeDetchd 1.363e-01 5.259e-02 2.593 0.009670 **
## GarageTypeNone NA NA NA NA
## FoundationCBlock 1.381e-02 1.652e-02 0.836 0.403257
## FoundationPConc 3.936e-02 1.837e-02 2.142 0.032428 *
## FoundationSlab 2.421e-02 5.329e-02 0.454 0.649749
## FoundationStone 8.556e-02 6.222e-02 1.375 0.169423
## FoundationWood -8.648e-02 6.779e-02 -1.276 0.202321
## FireplaceQuFa -9.903e-03 3.569e-02 -0.277 0.781472
## FireplaceQuGd -1.931e-02 2.590e-02 -0.746 0.456032
## FireplaceQuNone -5.198e-02 2.707e-02 -1.920 0.055103 .
## FireplaceQuPo -4.149e-02 3.924e-02 -1.057 0.290567
## FireplaceQuTA -1.536e-02 2.717e-02 -0.565 0.572133
## HeatingQCFa -4.209e-02 1.977e-02 -2.129 0.033497 *
## HeatingQCGd -2.871e-02 1.075e-02 -2.671 0.007686 **
## HeatingQCPo -1.950e-02 1.167e-01 -0.167 0.867301
## HeatingQCTA -3.611e-02 1.047e-02 -3.450 0.000584 ***
## BsmtFinType1BLQ -1.100e-02 1.431e-02 -0.768 0.442415
## BsmtFinType1GLQ 2.222e-03 1.306e-02 0.170 0.864983
## BsmtFinType1LwQ -3.243e-02 1.809e-02 -1.793 0.073283 .
## BsmtFinType1None NA NA NA NA
## BsmtFinType1Rec -2.678e-02 1.496e-02 -1.790 0.073745 .
## BsmtFinType1Unf -6.590e-02 1.297e-02 -5.081 4.50e-07 ***
## MasVnrTypeBrkFace 4.890e-02 3.188e-02 1.534 0.125422
## MasVnrTypeNone 4.318e-02 3.129e-02 1.380 0.167822
## MasVnrTypeStone 5.477e-02 3.419e-02 1.602 0.109461
## Exterior1stAsphShn -8.214e-02 1.194e-01 -0.688 0.491736
## Exterior1stBrkComm -2.467e-01 8.405e-02 -2.935 0.003409 **
## Exterior1stBrkFace 5.949e-02 3.664e-02 1.624 0.104750
## Exterior1stCBlock -7.147e-02 1.171e-01 -0.610 0.541769
## Exterior1stCemntBd 1.241e-02 3.734e-02 0.332 0.739750
## Exterior1stHdBoard -1.193e-02 3.282e-02 -0.363 0.716409
## Exterior1stImStucc -6.831e-02 1.172e-01 -0.583 0.560255
## Exterior1stMetalSd 9.277e-03 3.151e-02 0.294 0.768505
## Exterior1stPlywood 8.734e-03 3.418e-02 0.256 0.798349
## Exterior1stStone -7.401e-02 1.163e-01 -0.636 0.524644
## Exterior1stStucco 2.326e-02 3.935e-02 0.591 0.554567
## Exterior1stVinylSd 8.716e-03 3.184e-02 0.274 0.784363
## Exterior1stWd Sdng -1.470e-02 3.144e-02 -0.467 0.640302
## Exterior1stWdShing 7.265e-03 3.976e-02 0.183 0.855061
## MSZoningFV 2.666e-01 6.539e-02 4.076 4.95e-05 ***
## MSZoningRH 2.382e-01 6.356e-02 3.748 0.000189 ***
## MSZoningRL 2.435e-01 5.610e-02 4.340 1.57e-05 ***
## MSZoningRM 2.142e-01 5.319e-02 4.026 6.11e-05 ***
## TotalBsmtSF 1.112e-01 2.069e-02 5.374 9.64e-08 ***
## X1stFlrSF 6.025e-02 4.317e-02 1.396 0.163086
## YearBuilt 2.368e-03 3.630e-04 6.524 1.10e-10 ***
## BsmtExposureGd 4.529e-02 1.523e-02 2.973 0.003023 **
## BsmtExposureMn -3.040e-03 1.553e-02 -0.196 0.844888
## BsmtExposureNo -2.130e-02 1.076e-02 -1.979 0.048128 *
## BsmtExposureNone -9.508e-02 1.073e-01 -0.886 0.375894
## Condition1Feedr 3.612e-02 2.448e-02 1.476 0.140404
## Condition1Norm 7.997e-02 2.055e-02 3.891 0.000107 ***
## Condition1PosA -2.468e-02 5.351e-02 -0.461 0.644690
## Condition1PosN 9.673e-02 3.412e-02 2.835 0.004678 **
## Condition1RRAe -6.417e-02 4.233e-02 -1.516 0.129847
## Condition1RRAn 7.337e-02 3.487e-02 2.104 0.035651 *
## Condition1RRNe 2.194e-02 8.123e-02 0.270 0.787161
## Condition1RRNn 5.380e-02 6.905e-02 0.779 0.436061
## I(LotArea^2) 5.683e-03 6.392e-04 8.891 < 2e-16 ***
## StreetPave 1.528e-01 7.580e-02 2.016 0.044101 *
## LotConfigCulDSac 2.448e-03 1.657e-02 0.148 0.882566
## LotConfigFR2 -4.813e-02 1.926e-02 -2.498 0.012639 *
## LotConfigFR3 -1.118e-01 7.786e-02 -1.436 0.151463
## LotConfigInside -1.798e-02 9.183e-03 -1.958 0.050490 .
## LandSlopeMod 1.126e-02 1.732e-02 0.650 0.515777
## LandSlopeSev -1.222e-01 4.487e-02 -2.724 0.006569 **
## BsmtFinSF2 -3.752e-03 2.039e-03 -1.840 0.066105 .
## BsmtUnfSF -7.183e-03 2.694e-03 -2.666 0.007796 **
## X2ndFlrSF 5.138e-03 3.939e-03 1.304 0.192480
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1054 on 966 degrees of freedom
## Multiple R-squared: 0.9365, Adjusted R-squared: 0.9284
## F-statistic: 115 on 124 and 966 DF, p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_1_NoOutlier, newdata = validate2)
# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1113387
# visualize model results
par(mfrow=c(2,2))
plot(fit_1_NoOutlier)
mtext("Model 3: OUTLIER ELIMINATION", side = 3, line = -28,
outer = TRUE)
par(mfrow=c(1,1))
# Here we see a little more improvoment !!
#5. PREDICTION
# Predict the SalePrice on the test dataset using fit_1_NoOutlier
log_prediction <- predict(fit_1_NoOutlier, newdata = test)
# Convert the predicted values back to the original scale
actual_pred <- exp(log_prediction)
# Fill the SalePrice column in the test dataset with the predictions
test$SalePrice <- actual_pred
test
## Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1461 1461 3.044522 RH 4.394449 9.360741 Pave None Reg
## 1462 1462 3.044522 RL 4.406719 9.565775 Pave None IR1
## 1463 1463 4.110874 RL 4.317488 9.534668 Pave None IR1
## 1464 1464 4.110874 RL 4.369448 9.208238 Pave None IR1
## 1465 1465 4.795791 RL 3.784190 8.518392 Pave None IR1
## 1466 1466 4.110874 RL 4.330733 9.210440 Pave None IR1
## 1467 1467 3.044522 RL 4.234107 8.984819 Pave None IR1
## 1468 1468 4.110874 RL 4.158883 9.036344 Pave None IR1
## 1469 1469 3.044522 RL 4.454347 9.227886 Pave None Reg
## 1470 1470 3.044522 RL 4.262680 9.036106 Pave None Reg
## 1471 1471 4.795791 RH 3.295837 8.675734 Pave None IR1
## 1472 1472 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1473 1473 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1474 1474 5.081404 RL 3.218876 7.732369 Pave None Reg
## 1475 1475 4.795791 RL 3.218876 7.732369 Pave None Reg
## 1476 1476 4.110874 RL 4.634729 9.461799 Pave None IR1
## 1477 1477 3.044522 RL 4.553877 9.463742 Pave None IR1
## 1478 1478 3.044522 RL 4.510860 9.351927 Pave None Reg
## 1479 1479 3.044522 RL 4.382027 9.555560 Pave None IR1
## 1480 1480 3.044522 RL 4.709530 9.568085 Pave None Reg
## 1481 1481 4.110874 RL 4.663439 9.521568 Pave None Reg
## 1482 1482 4.795791 RL 3.737670 8.872487 Pave None IR1
## 1483 1483 3.044522 RL 4.615121 9.825256 Pave None IR1
## 1484 1484 4.795791 RL 3.784190 8.072155 Pave None Reg
## 1485 1485 4.394449 RL 4.219508 9.495594 Pave None IR1
## 1486 1486 4.110874 RL 4.158883 9.056956 Pave None IR1
## 1487 1487 4.110874 RL 4.110874 9.766178 Pave None IR2
## 1488 1488 3.044522 RL 4.304065 9.103646 Pave None Reg
## 1489 1489 3.044522 FV 4.532599 9.128696 Pave None Reg
## 1490 1490 3.044522 FV 4.442651 9.253496 Pave None Reg
## 1491 1491 4.110874 RL 4.262680 9.386057 Pave None Reg
## 1492 1492 3.433987 RH 4.262680 9.190240 Pave None Reg
## 1493 1493 3.044522 RL 3.688879 9.642837 Pave None IR1
## 1494 1494 4.110874 RL 4.454347 9.483721 Pave None IR1
## 1495 1495 4.110874 RL 4.488636 9.317849 Pave None Reg
## 1496 1496 4.795791 FV 3.258097 8.483843 Pave None IR1
## 1497 1497 5.081404 FV 3.688879 8.165079 Pave Pave Reg
## 1498 1498 5.081404 FV 3.433987 8.075894 Pave Pave Reg
## 1499 1499 5.081404 FV 3.218876 7.841886 Pave Pave Reg
## 1500 1500 5.081404 FV 3.218876 7.841886 Pave Pave Reg
## 1501 1501 5.081404 FV 4.234107 8.000014 Pave None Reg
## 1502 1502 5.081404 FV 4.234107 7.784889 Pave None IR1
## 1503 1503 3.044522 FV 4.060443 9.461410 Pave Pave IR1
## 1504 1504 4.110874 FV 4.234107 8.906529 Pave None IR1
## 1505 1505 3.044522 FV 4.394449 8.987322 Pave None Reg
## 1506 1506 3.044522 RL 4.234107 9.255027 Pave None IR1
## 1507 1507 4.110874 RL 4.394449 9.286560 Pave None Reg
## 1508 1508 3.931826 RL 4.234107 9.843631 Pave None IR1
## 1509 1509 4.110874 RL 4.394449 9.169623 Pave None Reg
## 1510 1510 3.044522 RL 4.394449 9.169623 Pave None Reg
## 1511 1511 3.044522 RL 4.510860 9.200391 Pave None Reg
## 1512 1512 3.044522 RL 4.488636 9.177920 Pave None Reg
## 1513 1513 4.394449 RL 4.234107 9.268704 Pave Pave IR1
## 1514 1514 4.510860 RL 4.595120 9.492583 Pave None IR1
## 1515 1515 3.931826 RL 4.234107 9.182455 Pave None Reg
## 1516 1516 3.931826 RL 4.795791 9.761982 Pave None Reg
## 1517 1517 4.454347 RL 4.330733 9.339701 Pave None IR1
## 1518 1518 4.510860 RL 4.262680 9.020148 Pave None Reg
## 1519 1519 3.044522 RL 4.262680 9.011646 Pave None Reg
## 1520 1520 3.044522 RL 4.234107 8.993552 Pave None IR1
## 1521 1521 3.044522 RL 4.477337 9.280426 Pave None IR1
## 1522 1522 3.044522 RL 4.394449 9.213635 Pave None Reg
## 1523 1523 3.931826 RL 4.110874 9.033961 Pave None Reg
## 1524 1524 3.044522 RL 4.110874 9.301186 Pave None Reg
## 1525 1525 3.044522 RL 4.787492 9.296151 Pave None Reg
## 1526 1526 5.252273 RL 4.262680 9.516942 Pave None Reg
## 1527 1527 3.433987 RL 4.189655 8.974491 Pave None Reg
## 1528 1528 3.931826 RL 4.110874 8.995289 Pave None Reg
## 1529 1529 3.044522 RL 4.406719 8.940629 Pave None IR1
## 1530 1530 3.044522 RL 4.394449 9.186150 Pave None Reg
## 1531 1531 3.931826 RM 4.110874 8.476580 Pave None Reg
## 1532 1532 3.433987 RM 4.043051 8.408717 Pave Grvl Reg
## 1533 1533 3.044522 RM 4.248495 8.666647 Pave Grvl Reg
## 1534 1534 3.828641 RM 3.931826 8.839422 Pave None Reg
## 1535 1535 3.931826 RM 4.248495 9.380252 Pave None Reg
## 1536 1536 3.931826 RM 4.234107 9.016756 Pave None Reg
## 1537 1537 3.433987 RM 4.234107 9.175438 Pave None Reg
## 1538 1538 4.262680 RM 4.110874 9.169623 Pave Grvl Reg
## 1539 1539 4.262680 RM 3.931826 9.105091 Pave Grvl Reg
## 1540 1540 5.252273 RM 4.615121 9.110078 Pave None Reg
## 1541 1541 4.262680 RM 4.110874 9.264923 Pave None Reg
## 1542 1542 3.931826 RM 3.988984 8.670944 Pave None Reg
## 1543 1543 4.330733 RL 4.234107 8.961109 Pave None IR1
## 1544 1544 3.433987 RM 3.931826 8.517393 Pave None Reg
## 1545 1545 3.931826 RM 3.931826 8.699681 Pave None Reg
## 1546 1546 3.931826 RM 3.931826 8.699681 Pave None Reg
## 1547 1547 3.931826 RM 3.988984 8.757941 Pave None Reg
## 1548 1548 3.931826 RM 3.931826 8.699681 Pave None Reg
## 1549 1549 3.931826 RM 3.970292 8.738896 Pave None Reg
## 1550 1550 3.931826 RM 3.970292 8.738896 Pave None Reg
## 1551 1551 3.433987 RM 3.951244 8.719481 Pave None Reg
## 1552 1552 3.931826 RM 4.060443 8.999002 Pave Grvl Reg
## 1553 1553 4.262680 RM 4.110874 9.465060 Pave Grvl Reg
## 1554 1554 4.262680 RM 3.970292 8.029107 Pave Grvl Reg
## 1555 1555 3.044522 RL 4.615121 9.633252 Pave None IR1
## 1557 1557 5.252273 RL 4.110874 9.200391 Pave None Reg
## 1558 1558 3.931826 RL 4.189655 8.699848 Pave None IR1
## 1559 1559 4.262680 C (all) 4.234107 8.771835 Pave None IR1
## 1560 1560 5.252273 RH 4.110874 8.707648 Pave None Reg
## 1561 1561 4.510860 RL 4.290459 9.284891 Pave None Reg
## 1562 1562 3.044522 RL 4.189655 8.962007 Pave None Reg
## 1563 1563 3.044522 RL 4.189655 8.966101 Pave None Reg
## 1564 1564 4.510860 RL 4.234107 8.912608 Pave None IR1
## 1565 1565 4.110874 RL 4.465908 9.326166 Pave None Reg
## 1566 1566 3.044522 RL 4.234107 9.906633 Pave None IR1
## 1567 1567 3.433987 RL 4.553877 9.133459 Pave None Reg
## 1568 1568 4.110874 RL 4.234107 9.745839 Pave None IR1
## 1569 1569 3.931826 RL 4.828314 9.830971 Pave None Reg
## 1570 1570 3.044522 RL 4.189655 9.348362 Pave None Reg
## 1571 1571 3.931826 RL 3.931826 9.143239 Pave None Reg
## 1572 1572 3.044522 RL 4.330733 9.161780 Pave None Reg
## 1573 1573 3.044522 RL 3.806662 9.769156 Pave None IR2
## 1574 1574 3.044522 RL 4.234107 9.323758 Pave None IR1
## 1575 1575 3.044522 RL 4.430817 9.391077 Pave None Reg
## 1576 1576 4.110874 RL 4.477337 9.422383 Pave None IR1
## 1577 1577 3.044522 RL 4.174387 8.903951 Pave None Reg
## 1578 1578 3.931826 RL 4.418841 9.563529 Pave None IR1
## 1579 1579 4.454347 RL 4.418841 9.315241 Pave None Reg
## 1580 1580 4.110874 RL 4.234107 9.141847 Pave None IR1
## 1581 1581 3.044522 RL 3.663562 9.631744 Pave None IR1
## 1582 1582 3.044522 RL 4.234107 8.920122 Pave None Reg
## 1583 1583 3.044522 RL 4.394449 9.248599 Pave None Reg
## 1584 1584 4.110874 RL 4.330733 9.145909 Pave None Reg
## 1585 1585 4.795791 RM 4.234107 8.397508 Pave None Reg
## 1586 1586 3.433987 RL 4.219508 9.080004 Pave None Reg
## 1587 1587 3.044522 RL 4.234107 9.087381 Pave None Reg
## 1588 1588 3.044522 RL 4.110874 9.214830 Pave None IR1
## 1589 1589 3.931826 RL 4.499810 9.375261 Pave None Reg
## 1590 1590 4.394449 RL 4.189655 8.749257 Pave None Reg
## 1591 1591 3.044522 RL 4.174387 8.765771 Pave None Reg
## 1592 1592 3.433987 RL 4.219508 8.487558 Pave None Reg
## 1593 1593 3.433987 RL 4.234107 8.973478 Pave None Reg
## 1594 1594 4.510860 RH 4.110874 8.881975 Pave Pave Reg
## 1595 1595 3.931826 RL 3.951244 9.194211 Pave None Reg
## 1596 1596 3.931826 RL 4.369448 9.254644 Pave None IR1
## 1597 1597 4.510860 RL 4.369448 9.655090 Pave None Reg
## 1598 1598 4.394449 RL 4.454347 9.885629 Pave None IR1
## 1599 1599 4.795791 RM 3.583519 8.270781 Pave None IR1
## 1600 1600 4.795791 RM 3.583519 8.270781 Pave None IR1
## 1601 1601 3.433987 RM 4.077537 9.006387 Pave None Reg
## 1602 1602 3.931826 RM 3.931826 9.120525 Pave None Reg
## 1603 1603 3.433987 C (all) 4.204693 9.072571 Grvl None Reg
## 1604 1604 4.795791 RM 3.806662 8.245909 Pave None IR1
## 1605 1605 4.110874 RL 4.454347 9.310276 Pave None Reg
## 1606 1606 4.394449 RL 4.317488 9.171703 Pave None Reg
## 1607 1607 4.510860 RL 4.234107 9.454149 Pave None IR1
## 1608 1608 3.044522 RL 4.488636 9.384042 Pave None IR1
## 1609 1609 3.044522 RL 4.304065 9.190546 Pave None Reg
## 1610 1610 4.110874 RL 4.304065 9.190444 Pave None Reg
## 1611 1611 3.044522 RL 4.454347 9.635673 Pave None Reg
## 1612 1612 3.044522 RL 4.543295 9.221775 Pave None Reg
## 1613 1613 3.044522 RL 4.234107 9.382275 Pave None Reg
## 1614 1614 4.795791 RM 3.465736 7.781139 Pave None Reg
## 1615 1615 5.081404 RM 3.091042 7.297768 Pave None Reg
## 1616 1616 5.081404 RM 3.091042 7.550135 Pave None Reg
## 1617 1617 5.081404 RM 3.091042 7.544861 Pave None Reg
## 1618 1618 3.044522 RL 3.931826 8.847072 Pave None Reg
## 1619 1619 3.044522 RL 4.343805 9.464052 Pave None Reg
## 1620 1620 4.510860 RL 4.262680 8.949105 Pave None Reg
## 1621 1621 4.110874 RL 4.158883 9.256842 Pave None Reg
## 1622 1622 3.931826 RL 4.234107 9.263407 Pave None IR1
## 1623 1623 3.044522 RL 4.343805 9.199583 Pave None Reg
## 1624 1624 4.110874 RL 4.317488 9.469777 Pave None Reg
## 1625 1625 3.044522 RL 4.317488 9.473397 Pave None IR1
## 1626 1626 3.044522 RL 4.454347 9.230241 Pave None Reg
## 1627 1627 4.110874 RL 4.488636 9.228180 Pave None IR1
## 1628 1628 4.110874 RL 4.234107 9.375261 Pave None IR1
## 1629 1629 4.394449 RL 4.110874 9.036106 Pave None Reg
## 1630 1630 4.795791 RL 3.367296 8.895219 Pave None IR1
## 1631 1631 4.795791 RL 4.127134 8.906664 Pave None IR1
## 1632 1632 4.795791 RL 4.060443 8.988945 Pave None IR1
## 1633 1633 4.394449 RL 4.060443 9.096500 Pave None IR1
## 1634 1634 4.110874 RL 4.110874 8.922792 Pave None Reg
## 1635 1635 4.110874 RL 4.234107 9.082961 Pave None IR1
## 1636 1636 3.044522 RL 4.077537 8.888895 Pave None Reg
## 1637 1637 4.110874 RL 4.454347 9.384378 Pave None Reg
## 1638 1638 4.110874 RL 4.234107 9.491828 Pave None IR1
## 1639 1639 3.044522 RL 4.394449 9.299175 Pave None Reg
## 1640 1640 4.110874 RL 4.234107 9.424564 Pave None IR1
## 1641 1641 3.044522 RL 4.394449 9.313709 Pave None Reg
## 1642 1642 4.110874 FV 4.262680 8.853808 Pave None Reg
## 1643 1643 4.110874 FV 4.234107 8.922792 Pave None Reg
## 1644 1644 4.110874 FV 4.234107 9.044404 Pave None Reg
## 1645 1645 3.044522 RL 4.234107 9.145695 Pave None IR1
## 1646 1646 3.044522 RL 4.369448 9.224342 Pave None Reg
## 1647 1647 3.044522 RL 4.454347 9.310276 Pave None IR1
## 1648 1648 3.044522 RL 4.234107 8.965845 Pave None IR1
## 1649 1649 3.044522 RL 4.234107 9.049115 Pave None IR1
## 1650 1650 3.044522 RL 4.110874 8.859221 Pave None Reg
## 1651 1651 3.044522 RL 4.110874 9.105091 Pave None Reg
## 1652 1652 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1653 1653 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1654 1654 5.081404 RL 3.218876 7.744570 Pave None Reg
## 1655 1655 4.795791 RL 3.218876 7.732369 Pave None Reg
## 1656 1656 5.081404 RL 3.218876 7.762171 Pave None Reg
## 1657 1657 5.081404 RL 3.218876 7.768533 Pave None Reg
## 1658 1658 5.081404 RL 3.218876 7.768533 Pave None Reg
## 1659 1659 4.795791 RL 3.218876 7.652071 Pave None Reg
## 1660 1660 3.044522 RL 4.234107 9.279027 Pave None Reg
## 1661 1661 4.110874 RL 4.709530 9.565073 Pave None Reg
## 1662 1662 4.110874 RL 4.564348 9.421492 Pave None Reg
## 1663 1663 3.044522 RL 4.564348 9.421492 Pave None Reg
## 1664 1664 3.044522 RL 4.663439 9.524713 Pave None Reg
## 1665 1665 3.044522 RL 4.564348 9.356948 Pave None Reg
## 1666 1666 3.044522 RL 4.867534 9.733351 Pave None IR1
## 1667 1667 4.110874 RL 4.094345 10.056380 Pave None IR3
## 1668 1668 3.044522 RL 4.477337 9.246479 Pave None IR1
## 1669 1669 3.044522 RL 4.356709 9.294038 Pave None IR1
## 1670 1670 3.044522 RL 4.634729 9.511555 Pave None IR1
## 1671 1671 3.044522 RL 4.510860 9.463353 Pave None IR1
## 1672 1672 3.044522 RL 4.709530 9.633973 Pave None IR1
## 1673 1673 4.110874 RL 4.574711 9.492733 Pave None IR1
## 1674 1674 3.044522 RL 4.262680 9.175645 Pave None IR1
## 1675 1675 4.795791 RL 3.871201 8.840001 Pave None IR1
## 1676 1676 4.795791 RL 3.555348 8.541495 Pave None IR1
## 1677 1677 4.795791 RL 4.394449 9.240676 Pave None IR1
## 1678 1678 3.044522 RL 4.615121 9.604879 Pave None IR1
## 1679 1679 3.044522 RL 4.770685 9.633187 Pave None IR1
## 1680 1680 4.795791 RL 3.806662 8.908018 Pave None IR1
## 1681 1681 4.795791 RL 3.891820 8.775395 Pave None Reg
## 1682 1682 3.044522 RL 4.867534 9.727406 Pave None Reg
## 1683 1683 4.795791 RL 3.891820 8.155075 Pave None Reg
## 1684 1684 4.110874 RL 4.158883 9.299175 Pave None Reg
## 1685 1685 4.110874 RL 4.060443 9.095939 Pave None IR1
## 1686 1686 4.795791 RL 3.784190 8.065579 Pave None Reg
## 1687 1687 4.394449 RL 4.094345 9.152181 Pave None IR1
## 1688 1688 4.110874 RL 4.143135 8.985320 Pave None IR1
## 1689 1689 4.110874 RL 4.127134 9.222862 Pave None IR1
## 1690 1690 4.110874 RL 4.234107 9.101195 Pave None IR1
## 1691 1691 4.110874 RL 4.234107 9.008836 Pave None IR1
## 1692 1692 4.110874 RL 4.234107 9.464362 Pave None IR1
## 1693 1693 4.394449 RL 4.127134 9.183483 Pave None IR1
## 1694 1694 4.110874 RL 3.761200 9.040026 Pave None IR1
## 1695 1695 4.394449 RL 4.143135 8.955577 Pave None Reg
## 1696 1696 4.110874 RL 4.234107 9.673886 Pave None IR2
## 1697 1697 4.394449 RL 4.174387 8.968141 Pave None IR1
## 1698 1698 4.110874 RL 4.672829 9.451009 Pave None Reg
## 1699 1699 3.044522 RL 4.234107 9.282754 Pave None IR1
## 1700 1700 4.110874 RL 4.382027 9.114490 Pave None Reg
## 1701 1701 4.110874 RL 4.234107 9.366746 Pave None IR1
## 1702 1702 3.044522 RL 4.465908 9.323223 Pave None IR1
## 1703 1703 3.044522 RL 4.369448 9.230829 Pave None Reg
## 1704 1704 3.044522 RL 4.454347 9.223355 Pave None Reg
## 1705 1705 3.044522 RL 4.343805 9.120416 Pave None IR1
## 1706 1706 3.044522 RL 4.454347 9.317310 Pave None Reg
## 1707 1707 3.044522 FV 4.510860 8.986447 Pave None IR1
## 1708 1708 3.044522 FV 4.290459 9.064274 Pave None Reg
## 1709 1709 3.044522 FV 4.727388 9.442007 Pave None IR1
## 1710 1710 3.044522 FV 4.330733 8.922792 Pave None Reg
## 1711 1711 4.110874 FV 4.442651 9.268987 Pave None Reg
## 1712 1712 3.044522 FV 4.189655 9.002824 Pave None Reg
## 1713 1713 3.044522 FV 4.454347 9.271059 Pave None Reg
## 1714 1714 3.044522 FV 4.234107 9.075322 Pave None IR1
## 1715 1715 4.110874 FV 4.189655 9.003070 Pave None IR1
## 1716 1716 3.044522 RL 4.394449 9.170143 Pave None Reg
## 1717 1717 3.044522 RL 4.158883 8.922792 Pave None Reg
## 1718 1718 3.044522 RL 4.158883 8.922792 Pave None Reg
## 1719 1719 4.110874 RL 4.574711 9.271341 Pave None IR1
## 1720 1720 3.044522 RL 4.343805 9.224440 Pave None IR1
## 1721 1721 3.044522 RL 4.158883 9.478304 Pave None Reg
## 1722 1722 3.044522 RL 4.158883 9.478304 Pave None Reg
## 1723 1723 3.044522 RL 4.110874 9.429556 Pave None Reg
## 1724 1724 3.044522 RL 4.127134 8.899594 Pave None Reg
## 1725 1725 4.110874 RL 3.784190 9.349493 Pave None IR1
## 1726 1726 4.110874 RL 4.262680 8.949495 Pave None Reg
## 1727 1727 4.795791 RL 3.931826 8.878497 Pave None Reg
## 1728 1728 4.110874 RL 4.262680 9.117128 Pave None Reg
## 1729 1729 4.110874 RL 4.234107 9.237469 Pave None IR1
## 1730 1730 4.510860 RL 4.330733 9.018090 Pave None Reg
## 1731 1731 3.044522 RL 4.158883 9.185125 Pave None IR1
## 1732 1732 3.044522 RL 4.234107 9.047821 Pave None IR1
## 1733 1733 3.044522 RL 4.234107 9.113829 Pave None IR1
## 1734 1734 3.044522 RL 4.234107 9.139596 Pave None IR1
## 1735 1735 3.044522 RL 4.234107 8.960853 Pave None IR1
## 1736 1736 3.044522 RL 4.189655 8.875007 Pave None Reg
## 1737 1737 3.044522 RL 4.234107 9.659950 Pave None IR1
## 1738 1738 4.110874 RL 4.234107 9.388487 Pave None Reg
## 1739 1739 5.081404 FV 3.496508 7.965893 Pave Pave Reg
## 1740 1740 4.795791 FV 4.234107 8.250881 Pave Pave IR1
## 1741 1741 4.795791 FV 4.234107 8.347116 Pave Pave IR1
## 1742 1742 5.081404 FV 3.555348 8.006034 Pave None Reg
## 1743 1743 5.081404 FV 3.583519 8.234565 Pave None Reg
## 1744 1744 3.044522 RL 4.234107 9.595263 Pave None IR1
## 1745 1745 3.044522 RL 4.709530 9.643291 Pave None Reg
## 1746 1746 4.394449 RL 4.394449 9.169623 Pave None Reg
## 1747 1747 4.110874 RL 4.234107 9.451952 Pave None IR1
## 1748 1748 4.110874 RL 4.394449 9.249657 Pave None Reg
## 1749 1749 3.044522 RL 4.394449 9.169623 Pave None Reg
## 1750 1750 3.044522 RL 4.330733 9.105091 Pave None Reg
## 1751 1751 4.110874 RL 4.234107 9.530611 Pave None IR1
## 1752 1752 3.044522 RL 4.143135 8.872207 Pave None Reg
## 1753 1753 3.044522 RL 4.394449 9.169623 Pave None Reg
## 1754 1754 4.110874 RL 4.394449 9.169623 Pave None Reg
## 1755 1755 4.454347 RL 4.234107 9.711176 Pave None Reg
## 1756 1756 3.044522 RL 4.110874 8.914223 Pave None Reg
## 1757 1757 3.044522 RL 4.189655 9.002824 Pave None Reg
## 1758 1758 3.044522 RL 4.234107 9.153876 Pave None IR1
## 1759 1759 3.044522 RL 4.234107 9.510149 Pave None IR1
## 1760 1760 3.044522 RL 4.454347 9.143239 Pave None Reg
## 1761 1761 3.044522 RL 4.753590 9.259226 Pave None IR1
## 1762 1762 4.110874 RL 4.234107 9.101752 Pave None IR1
## 1763 1763 4.394449 RL 4.454347 9.348013 Pave None Reg
## 1764 1764 3.044522 RL 4.234107 9.186969 Pave None Reg
## 1765 1765 3.044522 RL 4.510860 9.200391 Pave None Reg
## 1766 1766 3.044522 RL 4.532599 9.266153 Pave None IR1
## 1767 1767 3.044522 RL 4.394449 9.595331 Pave None IR1
## 1768 1768 3.044522 RL 4.304065 9.078065 Pave None Reg
## 1769 1769 3.044522 RL 4.234107 9.416216 Pave None IR1
## 1770 1770 3.044522 RL 4.204693 9.131405 Pave None IR1
## 1771 1771 3.044522 RL 4.262680 9.076923 Pave None Reg
## 1772 1772 3.044522 RL 4.262680 9.076923 Pave None Reg
## 1773 1773 3.044522 RL 4.394449 9.249657 Pave None Reg
## 1774 1774 4.510860 RL 4.343805 9.157256 Pave None Reg
## 1775 1775 3.044522 RL 3.988984 9.003193 Pave None IR1
## 1776 1776 3.044522 RL 4.219508 9.478151 Pave None Reg
## 1777 1777 3.433987 RL 4.394449 9.045584 Pave None Reg
## 1778 1778 3.044522 RL 4.110874 8.939450 Pave None Reg
## 1779 1779 3.044522 RL 4.330733 9.162620 Pave None Reg
## 1780 1780 4.110874 RL 4.369448 9.343121 Pave None Reg
## 1781 1781 3.044522 RL 4.110874 9.169623 Pave None Reg
## 1782 1782 3.044522 RL 3.988984 8.607217 Pave None Reg
## 1783 1783 4.110874 RL 4.110874 9.287394 Pave None Reg
## 1784 1784 4.262680 RL 4.394449 9.005405 Pave None Reg
## 1785 1785 3.433987 RL 4.110874 9.233178 Pave Grvl Reg
## 1786 1786 3.931826 RL 4.110874 9.250618 Pave Grvl Reg
## 1787 1787 4.262680 RL 4.110874 8.881975 Pave None Reg
## 1788 1788 3.433987 RL 4.510860 8.594339 Pave None Reg
## 1789 1789 3.433987 RL 4.110874 9.287394 Pave Grvl Reg
## 1790 1790 3.433987 RL 4.110874 9.287394 Pave Grvl Reg
## 1791 1791 4.510860 RL 4.406719 9.176990 Pave None Reg
## 1792 1792 3.044522 RL 4.430817 9.224638 Pave None Reg
## 1793 1793 3.044522 RL 4.356709 9.350189 Pave None IR1
## 1794 1794 3.044522 RL 4.143135 8.988571 Pave None Reg
## 1795 1795 3.044522 RL 4.510860 9.254836 Pave None IR1
## 1796 1796 3.044522 RL 4.394449 9.105091 Pave None IR1
## 1797 1797 3.931826 RL 4.110874 8.995289 Pave None Reg
## 1798 1798 3.044522 RL 4.276666 8.902592 Pave None Reg
## 1799 1799 3.044522 RL 4.110874 8.881975 Pave None Reg
## 1800 1800 4.394449 RL 4.394449 8.987322 Pave None Reg
## 1801 1801 3.931826 RL 4.110874 9.287394 Pave None Reg
## 1802 1802 3.931826 RL 4.110874 8.995289 Pave None Reg
## 1803 1803 4.110874 RL 4.343805 8.932080 Pave None Reg
## 1804 1804 4.510860 RL 4.330733 9.060099 Pave None IR1
## 1805 1805 3.044522 RL 4.394449 8.979291 Pave None Reg
## 1806 1806 3.931826 RM 4.234107 8.314097 Pave Grvl Reg
## 1807 1807 4.510860 RM 4.060443 9.240676 Pave Grvl Reg
## 1808 1808 3.931826 RM 4.510860 9.658929 Pave None Reg
## 1809 1809 4.262680 RM 4.510860 9.200391 Pave None Reg
## 1810 1810 4.262680 RM 4.060443 8.765146 Pave Grvl Reg
## 1811 1811 5.252273 RM 4.158883 8.939581 Pave None Reg
## 1812 1812 3.931826 RM 4.043051 9.223750 Pave Grvl Reg
## 1813 1813 3.931826 RM 3.931826 8.699681 Pave None Reg
## 1814 1814 3.433987 RM 4.143135 8.909911 Pave None Reg
## 1815 1815 3.433987 RM 3.931826 8.687105 Pave None Reg
## 1816 1816 3.433987 RM 4.110874 9.050289 Pave None Reg
## 1817 1817 4.262680 RM 4.110874 9.169623 Pave None Reg
## 1818 1818 4.262680 RM 4.262680 9.036106 Pave None Reg
## 1819 1819 4.262680 RM 4.110874 8.188967 Pave Grvl Reg
## 1820 1820 3.433987 C (all) 4.234107 8.101981 Pave None Reg
## 1821 1821 3.931826 RM 4.110874 8.594339 Pave None Reg
## 1822 1822 4.262680 RM 4.110874 9.182044 Pave Grvl Reg
## 1823 1823 3.433987 C (all) 4.290459 9.147720 Pave None Reg
## 1824 1824 3.433987 RL 4.234107 8.797246 Pave None Reg
## 1825 1825 4.262680 RL 3.931826 8.509363 Pave None Reg
## 1826 1826 3.931826 RM 4.110874 8.699681 Pave None Reg
## 1827 1827 3.433987 RM 3.951244 8.719481 Pave None Reg
## 1828 1828 3.931826 RM 3.951244 8.719481 Pave None Reg
## 1829 1829 3.433987 RM 3.931826 9.063695 Pave None Reg
## 1830 1830 4.262680 RM 4.060443 8.999002 Pave Grvl Reg
## 1831 1831 4.262680 RM 4.234107 9.203215 Pave Grvl Reg
## 1832 1832 4.510860 RM 3.931826 8.006701 Pave Grvl Reg
## 1833 1833 4.262680 RM 4.060443 8.835938 Pave None Reg
## 1834 1834 4.262680 RM 4.234107 8.661467 Pave None IR2
## 1835 1835 5.252273 RM 3.737670 8.674710 Pave None IR3
## 1836 1836 3.931826 RM 4.110874 8.548886 Pave None Reg
## 1837 1837 4.454347 RM 4.465908 8.548886 Pave Grvl Reg
## 1838 1838 5.252273 RM 4.110874 9.241936 Pave Grvl Reg
## 1839 1839 3.044522 RL 3.931826 8.361942 Pave None IR1
## 1840 1840 4.510860 RL 4.110874 9.287394 Pave None Reg
## 1841 1841 4.510860 RL 4.234107 9.263692 Pave None IR1
## 1842 1842 3.931826 RL 4.110874 9.188197 Pave None Reg
## 1843 1843 3.044522 RL 4.330733 9.360999 Pave None Reg
## 1844 1844 4.454347 RL 4.234107 8.989070 Pave None IR1
## 1845 1845 4.394449 RL 4.488636 9.642188 Pave None Reg
## 1846 1846 4.394449 RL 4.488636 9.636457 Pave None Reg
## 1847 1847 4.394449 RL 4.234107 9.654064 Pave None Reg
## 1848 1848 3.044522 RL 4.234107 9.105091 Pave None Reg
## 1849 1849 3.044522 RL 4.234107 9.657331 Pave None IR1
## 1850 1850 3.044522 RL 4.234107 9.166597 Pave None Reg
## 1851 1851 4.110874 RL 3.931826 9.143239 Pave None Reg
## 1852 1852 3.044522 RL 4.143135 8.914761 Pave None Reg
## 1853 1853 4.795791 RL 3.761200 8.351375 Pave None Reg
## 1854 1854 4.394449 RL 4.317488 9.285355 Pave None IR1
## 1855 1855 4.394449 RL 4.204693 9.865578 Pave None IR1
## 1856 1856 4.110874 RL 4.454347 9.264923 Pave None Reg
## 1857 1857 4.262680 RL 4.795791 10.181157 Pave None Reg
## 1858 1858 4.510860 RL 4.174387 8.856376 Pave None Reg
## 1859 1859 4.510860 RL 4.174387 8.856376 Pave None Reg
## 1860 1860 4.510860 RL 4.174387 8.859505 Pave None Reg
## 1861 1861 4.510860 RL 4.174387 8.854808 Pave None Reg
## 1862 1862 4.510860 RL 4.234107 9.380589 Pave None Reg
## 1863 1863 4.510860 RL 4.234107 8.979669 Pave None Reg
## 1864 1864 4.510860 RL 4.234107 8.984318 Pave None Reg
## 1865 1865 3.044522 RL 4.442651 9.299632 Pave None Reg
## 1866 1866 3.044522 RL 4.189655 9.288874 Pave None IR1
## 1867 1867 3.044522 RL 4.276666 9.124674 Pave None Reg
## 1868 1868 3.044522 RL 4.356709 9.343384 Pave None IR1
## 1869 1869 3.044522 RL 4.174387 8.819222 Pave None Reg
## 1870 1870 3.044522 RL 4.564348 9.242323 Pave None IR1
## 1871 1871 3.044522 RL 4.369448 9.362718 Pave None Reg
## 1872 1872 4.110874 RL 4.382027 9.362804 Pave None IR1
## 1873 1873 4.110874 RL 4.234107 9.723104 Pave None IR1
## 1874 1874 3.044522 RL 4.189655 9.185843 Pave None Reg
## 1875 1875 3.044522 RL 4.189655 9.599270 Pave None IR2
## 1876 1876 4.110874 RL 4.262680 9.076923 Pave None Reg
## 1877 1877 3.044522 RL 4.189655 9.281730 Pave None IR1
## 1878 1878 3.044522 RL 4.330733 9.320718 Pave None Reg
## 1879 1879 3.044522 RL 4.234107 9.697078 Pave None IR1
## 1880 1880 3.044522 RL 4.343805 8.846641 Pave None IR1
## 1881 1881 3.044522 RL 4.510860 9.364348 Pave None Reg
## 1882 1882 4.110874 RL 4.234107 9.420196 Pave None IR1
## 1883 1883 4.110874 RL 4.262680 9.076809 Pave None Reg
## 1884 1884 4.110874 RL 4.234107 9.328212 Pave None Reg
## 1885 1885 3.044522 RL 4.510860 9.664659 Pave None Reg
## 1886 1886 3.044522 RL 4.234107 9.455871 Pave None Reg
## 1887 1887 3.044522 RL 4.262680 9.076923 Pave None Reg
## 1888 1888 3.044522 RL 4.454347 9.230241 Pave None Reg
## 1889 1889 4.110874 RL 4.454347 9.311994 Pave None Reg
## 1890 1890 3.044522 RL 4.394449 9.276409 Pave None Reg
## 1891 1891 5.198497 RM 3.583519 8.209580 Pave None Reg
## 1892 1892 3.044522 RL 4.174387 8.765771 Pave None Reg
## 1893 1893 3.044522 RL 4.262680 9.373139 Pave None Reg
## 1894 1894 4.510860 RL 4.189655 9.298992 Pave None Reg
## 1895 1895 3.044522 RL 4.262680 9.373139 Pave None Reg
## 1896 1896 3.931826 RL 3.828641 9.013474 Pave Grvl Reg
## 1897 1897 3.931826 RH 4.262680 8.748464 Pave Pave Reg
## 1898 1898 4.262680 RL 3.784190 8.649624 Pave None Reg
## 1899 1899 3.433987 RL 4.174387 9.056606 Pave None Reg
## 1900 1900 4.262680 RL 3.988984 8.875706 Pave None Reg
## 1901 1901 3.931826 RL 4.110874 9.523763 Pave None Reg
## 1902 1902 3.044522 RL 4.394449 9.594309 Pave Grvl IR1
## 1903 1903 4.510860 RL 4.234107 9.005282 Pave None IR1
## 1904 1904 3.044522 RL 4.262680 9.116140 Pave None Reg
## 1905 1905 3.044522 RL 4.510860 9.498522 Pave None IR1
## 1906 1906 3.931826 RL 4.369448 9.655090 Pave None Reg
## 1907 1907 3.044522 RL 4.615121 9.770013 Pave None Reg
## 1908 1908 5.081404 RM 3.218876 7.458186 Pave None Reg
## 1909 1909 5.081404 RM 3.218876 7.305860 Pave None Reg
## 1910 1910 5.081404 RM 3.218876 7.385851 Pave None Reg
## 1911 1911 4.394449 RL 4.234107 9.518413 Pave None IR1
## 1912 1912 3.044522 RL 4.234107 9.775541 Pave None Reg
## 1913 1913 4.262680 RM 3.931826 9.066585 Pave None Reg
## 1914 1914 3.433987 C (all) 4.110874 9.230241 Pave Grvl Reg
## 1915 1915 4.795791 RM 3.806662 8.254269 Pave None IR1
## 1917 1917 4.110874 RL 4.330733 9.222862 Pave None Reg
## 1918 1918 4.454347 RL 4.330733 9.185125 Pave None Reg
## 1919 1919 4.454347 RL 4.290459 9.144307 Pave None Reg
## 1920 1920 3.044522 RL 4.418841 9.312084 Pave None Reg
## 1921 1921 3.044522 RL 4.736198 9.505916 Pave None IR1
## 1922 1922 3.044522 RL 4.382027 9.579418 Pave None IR1
## 1923 1923 4.110874 RL 4.234107 9.194211 Pave None IR1
## 1924 1924 4.394449 RL 4.836282 9.576371 Pave None IR1
## 1925 1925 4.110874 RL 4.330733 9.122383 Pave None IR1
## 1926 1926 3.044522 RL 4.454347 9.444147 Pave None IR1
## 1927 1927 3.044522 RL 4.330733 9.435003 Pave None IR1
## 1928 1928 3.044522 RL 4.430817 9.501815 Pave None IR1
## 1929 1929 4.454347 RL 3.931826 8.947676 Pave None IR1
## 1930 1930 4.394449 RL 4.143135 8.949884 Pave None Reg
## 1931 1931 4.454347 RL 4.262680 8.945072 Pave None Reg
## 1932 1932 4.110874 RL 4.143135 9.252442 Pave None Reg
## 1933 1933 4.110874 RL 4.262680 9.255123 Pave None IR1
## 1934 1934 4.110874 RL 4.290459 9.071423 Pave None IR1
## 1935 1935 4.110874 RL 4.189655 9.004545 Pave None Reg
## 1936 1936 4.110874 RL 4.094345 9.162829 Pave None IR1
## 1937 1937 4.110874 RL 4.234107 9.618402 Pave None IR2
## 1938 1938 3.044522 RL 3.988984 9.556621 Pave None IR1
## 1939 1939 4.795791 RL 3.828641 8.742734 Pave None IR1
## 1940 1940 4.795791 RL 3.688879 8.531293 Pave None IR1
## 1941 1941 4.110874 RL 4.304065 9.322329 Pave None IR1
## 1942 1942 4.110874 RL 4.234107 9.551658 Pave None Reg
## 1943 1943 4.795791 RL 4.189655 8.691315 Pave None IR1
## 1944 1944 4.110874 RL 4.624973 9.513699 Pave None IR1
## 1945 1945 3.044522 RL 3.988984 9.642253 Pave None IR1
## 1947 1947 4.795791 RL 4.110874 9.001962 Pave None Reg
## 1948 1948 3.044522 RL 4.234107 10.763864 Pave None IR1
## 1949 1949 3.044522 RL 4.158883 9.447860 Pave None IR1
## 1950 1950 3.044522 RL 4.234107 9.289706 Pave None IR1
## 1951 1951 3.044522 RL 4.043051 9.828764 Pave None IR1
## 1952 1952 3.044522 RL 4.454347 9.578519 Pave None Reg
## 1953 1953 3.044522 RL 4.510860 9.477998 Pave None Reg
## 1954 1954 4.110874 RL 4.394449 9.249657 Pave None Reg
## 1955 1955 4.110874 RL 4.330733 9.184407 Pave None Reg
## 1956 1956 4.110874 RL 4.234107 9.434443 Pave None IR1
## 1957 1957 3.044522 RL 4.394449 9.249657 Pave None Reg
## 1958 1958 4.110874 RL 4.234107 9.568854 Pave None IR1
## 1959 1959 4.510860 RL 4.110874 9.105091 Pave None Reg
## 1960 1960 3.044522 RL 4.234107 9.239511 Pave None Reg
## 1961 1961 3.044522 RL 4.158883 8.930759 Pave None Reg
## 1962 1962 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1963 1963 5.081404 RM 3.091042 7.544861 Pave None Reg
## 1964 1964 5.081404 RM 3.091042 7.427144 Pave None Reg
## 1965 1965 5.081404 RL 3.218876 7.744570 Pave None Reg
## 1966 1966 4.795791 RL 3.218876 7.835975 Pave None Reg
## 1967 1967 3.044522 RL 4.595120 9.449751 Pave None Reg
## 1968 1968 3.044522 RL 4.663439 9.524713 Pave None Reg
## 1969 1969 3.044522 RL 4.653960 9.576302 Pave None IR1
## 1970 1970 4.110874 RL 4.691348 9.504427 Pave None Reg
## 1971 1971 4.110874 RL 4.574711 9.436679 Pave None Reg
## 1972 1972 4.110874 RL 4.634729 9.405249 Pave None IR1
## 1973 1973 4.110874 RL 4.317488 9.093807 Pave None Reg
## 1974 1974 4.110874 RL 4.454347 9.266248 Pave None IR1
## 1975 1975 3.044522 RL 4.672829 9.451009 Pave None Reg
## 1976 1976 3.044522 RL 4.532599 9.291552 Pave None IR1
## 1977 1977 4.110874 RL 4.875197 9.735128 Pave None Reg
## 1978 1978 4.110874 RL 4.727388 9.708202 Pave None IR1
## 1979 1979 4.795791 RL 4.077537 9.221379 Pave None IR1
## 1980 1980 4.795791 RL 4.912655 9.417761 Pave None IR3
## 1981 1981 4.795791 RL 4.499810 9.015906 Pave None IR1
## 1982 1982 4.795791 RL 3.891820 8.738896 Pave None Reg
## 1983 1983 4.795791 RL 3.891820 8.738896 Pave None Reg
## 1984 1984 5.081404 RL 3.610918 7.803435 Pave None Reg
## 1985 1985 4.795791 RL 4.234107 8.279190 Pave None Reg
## 1986 1986 4.795791 RM 4.234107 8.279190 Pave None Reg
## 1987 1987 3.044522 RL 3.988984 8.219057 Pave None Reg
## 1988 1988 4.110874 RL 4.394449 9.107754 Pave None IR1
## 1989 1989 4.110874 RL 4.234107 8.988571 Pave None IR1
## 1990 1990 4.110874 RL 4.234107 9.035630 Pave None IR1
## 1991 1991 4.795791 RL 4.025352 8.895904 Pave None IR1
## 1992 1992 4.110874 RL 4.276666 9.014447 Pave None IR1
## 1993 1993 4.110874 RL 4.234107 8.955577 Pave None Reg
## 1994 1994 4.110874 RL 3.737670 9.430359 Pave None IR1
## 1995 1995 4.110874 RL 4.356709 9.034915 Pave None IR1
## 1996 1996 4.330733 RL 4.442651 9.175852 Pave None Reg
## 1997 1997 4.110874 RL 4.234107 9.305741 Pave None Reg
## 1998 1998 3.044522 RL 4.919981 9.365291 Pave None IR1
## 1999 1999 4.110874 RL 4.584967 9.304832 Pave None IR1
## 2000 2000 4.110874 RL 4.234107 9.386812 Pave None IR1
## 2001 2001 4.110874 RL 4.521789 9.211440 Pave None Reg
## 2002 2002 3.044522 RL 4.317488 9.492055 Pave None IR1
## 2003 2003 4.110874 RL 4.304065 9.190342 Pave None Reg
## 2004 2004 4.110874 RL 4.394449 9.151545 Pave None Reg
## 2005 2005 3.044522 RL 4.477337 9.214133 Pave None Reg
## 2006 2006 3.044522 FV 4.290459 9.064274 Pave None Reg
## 2007 2007 3.044522 FV 4.454347 9.271059 Pave None Reg
## 2008 2008 3.044522 FV 4.143135 8.922792 Pave Pave Reg
## 2009 2009 4.110874 RL 4.234107 9.221379 Pave None Reg
## 2010 2010 4.110874 RL 4.219508 9.455245 Pave None Reg
## 2011 2011 3.044522 RL 4.158883 9.478304 Pave None Reg
## 2012 2012 3.044522 RL 4.406719 9.133567 Pave None Reg
## 2013 2013 4.110874 RL 4.189655 9.042395 Pave None IR1
## 2014 2014 4.110874 RL 3.931826 9.045584 Pave None IR1
## 2015 2015 4.110874 RL 3.784190 9.586445 Pave None IR2
## 2016 2016 4.110874 RL 4.189655 9.042040 Pave None Reg
## 2017 2017 4.110874 RL 4.330733 9.022323 Pave None Reg
## 2018 2018 3.044522 RL 4.262680 9.116140 Pave None Reg
## 2019 2019 3.044522 RL 4.330733 8.999743 Pave None Reg
## 2020 2020 5.252273 RL 4.189655 9.042040 Pave None Reg
## 2021 2021 3.044522 RL 4.110874 8.757941 Pave None Reg
## 2022 2022 3.044522 RL 4.564348 9.878631 Pave None Reg
## 2023 2023 3.931826 RL 4.262680 9.283591 Pave None Reg
## 2024 2024 4.110874 RL 4.234107 9.127611 Pave None IR1
## 2025 2025 4.110874 RL 4.663439 9.308011 Pave None Reg
## 2026 2026 4.795791 FV 3.637586 8.142063 Pave Pave IR1
## 2027 2027 5.081404 FV 3.433987 8.064951 Pave Pave Reg
## 2028 2028 5.081404 FV 3.433987 8.064951 Pave Pave Reg
## 2029 2029 5.081404 FV 3.218876 7.732369 Pave Pave Reg
## 2030 2030 4.795791 FV 4.234107 8.469263 Pave None IR1
## 2031 2031 4.795791 FV 4.234107 8.420462 Pave None IR1
## 2032 2032 4.795791 FV 3.761200 8.386173 Pave None IR1
## 2033 2033 4.795791 FV 3.583519 8.321178 Pave None IR1
## 2034 2034 5.081404 FV 3.218876 7.678326 Pave Pave Reg
## 2035 2035 4.110874 FV 4.382027 9.273033 Pave None IR1
## 2036 2036 5.081404 FV 3.218876 7.880804 Pave Pave Reg
## 2037 2037 5.081404 FV 3.218876 7.880804 Pave Pave Reg
## 2038 2038 5.081404 FV 3.610918 8.281977 Pave Pave IR1
## 2039 2039 4.795791 RL 3.135494 9.311542 Pave None IR2
## 2040 2040 4.110874 RL 4.234107 10.109404 Pave None IR1
## 2041 2041 3.044522 RL 4.644391 9.697754 Pave None Reg
## 2042 2042 4.110874 FV 4.234107 8.922792 Pave None Reg
## 2043 2043 4.394449 RL 4.234107 9.315151 Pave None IR1
## 2044 2044 3.044522 RL 4.454347 9.310276 Pave None Reg
## 2045 2045 3.044522 RL 4.234107 9.641343 Pave None IR1
## 2046 2046 4.510860 RL 4.330733 9.185125 Pave None Reg
## 2047 2047 4.110874 RL 4.304065 9.084210 Pave None Reg
## 2048 2048 3.044522 RL 4.189655 9.002824 Pave None Reg
## 2049 2049 4.510860 RL 4.290459 9.312265 Pave None IR1
## 2050 2050 4.110874 RL 4.234107 9.499721 Pave None IR1
## 2051 2051 3.044522 RL 4.317488 8.960083 Pave None IR1
## 2052 2052 3.044522 RL 4.510860 9.200391 Pave None Reg
## 2053 2053 3.044522 RL 4.234107 9.335474 Pave None IR1
## 2054 2054 4.262680 RL 3.931826 8.493515 Pave None IR1
## 2055 2055 3.044522 RL 4.394449 9.169623 Pave None Reg
## 2056 2056 3.044522 RL 4.394449 9.169623 Pave None Reg
## 2057 2057 3.044522 RL 4.158883 8.933928 Pave None Reg
## 2058 2058 4.110874 RL 4.510860 9.593628 Pave None Reg
## 2059 2059 3.044522 RL 4.317488 9.088963 Pave None Reg
## 2060 2060 3.044522 RL 4.418841 9.194313 Pave None Reg
## 2061 2061 3.044522 RL 4.510860 9.488048 Pave None IR1
## 2062 2062 3.044522 RL 4.330733 9.252058 Pave None Reg
## 2063 2063 3.044522 RL 4.110874 9.355047 Pave None Reg
## 2064 2064 3.044522 RL 4.634729 9.145695 Pave None IR1
## 2065 2065 3.044522 RL 4.234107 9.455245 Pave None Reg
## 2066 2066 3.044522 RL 4.564348 9.564582 Pave None Reg
## 2067 2067 3.044522 RL 4.276666 9.086929 Pave None Reg
## 2068 2068 4.510860 RL 4.343805 9.428431 Pave None Reg
## 2069 2069 3.044522 RL 4.110874 9.222565 Pave None Reg
## 2070 2070 3.931826 RL 3.828641 8.923591 Pave None Reg
## 2071 2071 3.433987 RL 4.110874 8.594339 Pave None Reg
## 2072 2072 3.931826 RL 4.110874 9.290721 Pave Grvl Reg
## 2073 2073 3.044522 RL 4.369448 9.228279 Pave None IR1
## 2074 2074 3.044522 RL 4.343805 9.337502 Pave None IR1
## 2075 2075 3.044522 RL 4.234107 9.467305 Pave None IR1
## 2076 2076 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2077 2077 3.044522 RL 4.394449 8.987322 Pave None Reg
## 2078 2078 3.044522 RL 4.394449 8.987322 Pave None Reg
## 2079 2079 3.931826 RL 4.110874 8.995289 Pave None Reg
## 2080 2080 3.828641 RL 4.174387 8.762646 Pave None Reg
## 2081 2081 3.931826 RL 4.110874 8.881975 Pave None Reg
## 2082 2082 4.510860 RL 4.736198 9.049467 Pave None Reg
## 2083 2083 3.931826 RL 4.110874 8.881975 Pave None Reg
## 2084 2084 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2085 2085 3.044522 RL 4.248495 8.934719 Pave None Reg
## 2086 2086 3.044522 RM 4.043051 9.193906 Pave Grvl Reg
## 2087 2087 3.931826 RM 4.060443 9.125327 Pave Grvl Reg
## 2088 2088 4.262680 RM 4.394449 8.476580 Pave Grvl Reg
## 2089 2089 3.433987 RM 4.110874 8.476580 Pave None Reg
## 2090 2090 4.330733 RM 4.110874 8.699681 Pave None Reg
## 2091 2091 5.252273 RM 4.158883 9.343734 Pave Grvl Reg
## 2092 2092 3.931826 RM 4.158883 8.939712 Pave None Reg
## 2093 2093 3.931826 RM 4.406719 8.896862 Pave None Reg
## 2094 2094 3.433987 RM 4.110874 8.594339 Pave None Reg
## 2095 2095 5.252273 RM 4.110874 9.287394 Pave Grvl Reg
## 2096 2096 3.433987 RM 4.110874 8.818334 Pave None Reg
## 2097 2097 3.931826 RM 3.806662 8.685247 Pave Grvl Reg
## 2098 2098 3.931826 RM 4.330733 9.105091 Pave None Reg
## 2099 2099 3.044522 RM 4.143135 8.897272 Pave None Reg
## 2100 2100 3.044522 RM 4.644391 9.409683 Pave None Reg
## 2101 2101 5.252273 RM 4.248495 9.120744 Pave None Reg
## 2102 2102 4.330733 RM 3.988984 8.585039 Pave None Reg
## 2103 2103 3.931826 RM 4.248495 9.120853 Pave Grvl Reg
## 2104 2104 5.252273 RM 4.110874 9.169623 Pave Grvl Reg
## 2105 2105 4.262680 RM 4.110874 8.699681 Pave Grvl Reg
## 2106 2106 4.262680 RM 4.110874 9.336180 Pave None Reg
## 2107 2107 4.262680 RM 4.110874 9.287394 Pave None Reg
## 2108 2108 3.044522 RM 4.189655 9.185125 Pave None Reg
## 2109 2109 3.044522 RM 3.970292 9.049819 Pave None Reg
## 2110 2110 3.433987 RL 4.025352 8.869539 Pave None IR1
## 2111 2111 3.931826 RM 4.234107 8.912743 Pave None IR1
## 2112 2112 3.931826 RL 4.234107 8.855236 Pave None Reg
## 2113 2113 3.931826 RM 3.931826 8.517393 Pave None Reg
## 2114 2114 4.262680 RM 4.094345 8.677780 Pave None Reg
## 2115 2115 3.931826 RM 3.931826 8.699681 Pave None Reg
## 2116 2116 3.433987 RM 3.931826 8.699681 Pave None Reg
## 2117 2117 3.931826 RM 3.931826 8.699681 Pave None Reg
## 2118 2118 3.931826 RM 3.931826 8.699681 Pave None Reg
## 2119 2119 3.828641 RM 3.931826 8.517393 Pave None Reg
## 2120 2120 3.931826 RM 4.110874 8.616314 Pave None IR1
## 2122 2122 3.931826 RM 3.970292 8.738896 Pave None Reg
## 2123 2123 3.433987 RM 4.234107 8.719481 Pave None Reg
## 2124 2124 3.931826 RM 3.970292 8.738896 Pave None Reg
## 2125 2125 4.262680 RM 3.951244 8.719481 Pave None Reg
## 2126 2126 3.931826 RL 4.110874 9.120963 Pave Pave Reg
## 2127 2127 4.110874 RM 4.060443 8.999002 Pave Grvl Reg
## 2128 2128 3.931826 RM 4.158883 8.377471 Pave None Reg
## 2129 2129 3.433987 RM 4.234107 8.747034 Grvl None IR1
## 2130 2130 4.262680 RM 4.110874 9.236690 Pave None Reg
## 2131 2131 3.931826 RM 4.110874 8.835938 Pave None Reg
## 2132 2132 3.931826 RM 4.234107 9.241936 Pave Grvl Reg
## 2133 2133 3.433987 RM 4.110874 8.881975 Pave None Reg
## 2134 2134 3.931826 RM 4.143135 8.854665 Pave None Reg
## 2135 2135 3.433987 RM 4.110874 9.241936 Pave None Reg
## 2136 2136 5.252273 RM 4.110874 9.241936 Pave Grvl Reg
## 2137 2137 3.044522 RL 4.418841 9.157889 Pave None Reg
## 2138 2138 4.454347 RL 4.234107 9.326878 Pave None Reg
## 2139 2139 4.394449 RL 4.394449 9.473858 Pave None Reg
## 2140 2140 3.044522 RL 4.234107 9.236593 Pave None IR1
## 2141 2141 4.454347 RL 4.234107 8.949495 Pave None IR1
## 2142 2142 3.044522 RL 4.234107 9.208539 Pave None IR1
## 2143 2143 4.454347 RL 4.234107 8.909370 Pave None IR1
## 2144 2144 5.252273 RL 4.110874 9.465060 Pave None Reg
## 2145 2145 3.044522 RL 4.553877 9.131297 Pave None Reg
## 2146 2146 3.044522 RL 4.488636 9.559306 Pave None Reg
## 2147 2147 5.252273 RL 4.234107 9.262268 Pave None Reg
## 2148 2148 3.931826 RL 4.158883 9.033126 Pave None Reg
## 2149 2149 4.394449 RL 4.234107 9.230241 Pave None Reg
## 2150 2150 3.044522 RL 4.418841 9.916947 Pave None IR1
## 2151 2151 3.931826 RL 3.931826 8.554682 Pave None Reg
## 2153 2153 3.044522 RL 4.234107 9.166597 Pave None Reg
## 2154 2154 4.510860 RL 3.931826 9.143239 Pave None Reg
## 2155 2155 4.110874 RL 3.931826 9.144307 Pave None Reg
## 2156 2156 4.110874 RL 4.234107 9.187276 Pave None IR3
## 2157 2157 3.044522 RL 4.394449 9.204222 Pave None Reg
## 2158 2158 4.110874 RL 4.234107 9.559023 Pave None IR2
## 2159 2159 4.394449 RL 4.454347 9.263123 Pave None IR1
## 2160 2160 4.110874 RL 4.189655 9.270212 Pave None IR1
## 2161 2161 3.044522 RL 4.189655 9.142704 Pave None IR1
## 2162 2162 3.044522 RL 4.521789 9.374074 Pave None Reg
## 2163 2163 3.044522 RL 4.521789 9.374074 Pave None Reg
## 2164 2164 4.394449 RL 4.234107 9.346182 Pave None IR2
## 2165 2165 3.044522 RL 4.234107 9.350189 Pave None IR1
## 2166 2166 3.044522 RL 4.189655 9.185125 Pave None Reg
## 2167 2167 3.044522 RL 4.234107 9.070733 Pave None IR1
## 2168 2168 4.110874 RL 4.234107 9.483645 Pave None IR1
## 2169 2169 4.110874 RL 4.234107 9.104869 Pave None IR1
## 2170 2170 4.110874 RL 4.330733 9.408617 Pave None IR1
## 2171 2171 3.044522 RL 4.234107 9.413363 Pave None IR1
## 2172 2172 3.044522 RL 4.234107 9.128805 Pave None IR1
## 2173 2173 3.044522 RL 3.713572 9.570180 Pave None IR1
## 2174 2174 4.110874 RL 4.234107 9.249657 Pave None Reg
## 2175 2175 4.110874 RL 4.234107 9.182044 Pave None IR1
## 2176 2176 3.044522 RL 4.234107 9.606496 Pave None IR2
## 2177 2177 4.110874 RL 3.737670 9.297068 Pave None IR2
## 2178 2178 4.110874 RL 4.574711 9.366575 Pave None IR1
## 2179 2179 4.795791 RM 4.234107 8.395477 Pave None Reg
## 2180 2180 4.510860 RM 4.430817 9.222960 Pave None Reg
## 2181 2181 3.044522 RL 4.330733 9.185125 Pave None Reg
## 2182 2182 3.044522 RL 4.454347 9.311000 Pave None Reg
## 2183 2183 3.044522 RL 4.317488 9.172431 Pave None Reg
## 2184 2184 3.044522 RL 4.330733 9.192787 Pave None Reg
## 2185 2185 4.454347 RL 4.174387 9.401209 Pave None Reg
## 2186 2186 3.044522 RL 4.189655 8.779711 Pave None Reg
## 2187 2187 4.394449 RL 4.234107 9.173573 Pave None IR1
## 2188 2188 4.110874 RL 4.290459 8.881975 Pave None Reg
## 2190 2190 4.510860 RL 4.189655 8.701679 Pave None Reg
## 2191 2191 4.510860 RL 4.317488 8.831420 Pave None Reg
## 2192 2192 5.252273 RL 4.043051 8.843904 Pave None Reg
## 2193 2193 3.931826 RL 4.110874 9.407633 Pave None Reg
## 2194 2194 3.931826 RL 4.060443 8.993552 Pave None Reg
## 2195 2195 3.044522 RL 4.234107 9.161255 Pave None Reg
## 2196 2196 4.394449 RL 4.143135 8.948066 Pave None Reg
## 2197 2197 3.433987 RL 4.219508 8.545392 Pave None Reg
## 2198 2198 3.433987 RL 4.110874 8.894396 Pave None Reg
## 2199 2199 4.510860 RL 4.174387 8.962520 Pave None Reg
## 2200 2200 4.262680 RL 4.204693 9.101641 Pave None Reg
## 2201 2201 3.931826 RL 4.158883 9.652780 Pave None Reg
## 2202 2202 4.262680 RL 4.007333 8.937218 Pave None Reg
## 2203 2203 4.262680 RL 4.234107 9.174817 Pave None IR1
## 2204 2204 3.931826 RL 4.234107 9.367430 Pave Grvl IR1
## 2205 2205 3.931826 RL 4.234107 9.133567 Pave Grvl IR1
## 2206 2206 3.044522 RL 4.382027 8.962135 Pave None IR1
## 2207 2207 4.262680 RL 4.615121 9.176887 Pave None IR1
## 2208 2208 3.931826 RL 4.262680 9.424887 Pave None Reg
## 2209 2209 3.044522 RL 4.043051 10.168694 Pave None IR1
## 2210 2210 5.081404 RM 3.218876 7.539027 Pave None Reg
## 2211 2211 3.433987 RM 3.931826 8.853808 Pave None Reg
## 2212 2212 3.931826 RM 4.110874 8.699681 Pave None Reg
## 2213 2213 3.931826 RM 4.077537 9.006509 Pave None Reg
## 2214 2214 4.394449 RM 4.330733 8.699681 Pave None Reg
## 2215 2215 3.433987 RM 4.110874 8.908289 Pave None Reg
## 2216 2216 3.931826 RM 4.330733 9.105091 Pave None Reg
## 2218 2218 4.262680 C (all) 4.110874 8.571871 Pave None Reg
## 2219 2219 3.931826 C (all) 3.970292 8.546946 Pave None Reg
## 2220 2220 4.262680 C (all) 4.110874 9.105091 Grvl None Reg
## 2221 2221 4.795791 RM 3.806662 8.254269 Pave None IR1
## 2222 2222 4.795791 RM 3.806662 8.245909 Pave None IR1
## 2223 2223 3.044522 RL 4.234107 10.074537 Pave None IR2
## 2224 2224 4.110874 RL 4.234107 9.310276 Pave None Reg
## 2225 2225 4.510860 RL 4.343805 9.236106 Pave None Reg
## 2226 2226 3.044522 RL 4.317488 9.209440 Pave None Reg
## 2227 2227 4.795791 RL 3.761200 8.315077 Pave None IR1
## 2228 2228 3.044522 RL 4.317488 9.355652 Pave None IR1
## 2229 2229 4.110874 RL 4.682131 9.461333 Pave None IR1
## 2230 2230 4.394449 RL 4.304065 9.190444 Pave None Reg
## 2231 2231 4.110874 RL 4.406719 9.394244 Pave None IR1
## 2232 2232 3.044522 RL 4.330733 9.464285 Pave None IR1
## 2233 2233 3.044522 RL 4.543295 9.812797 Pave None Reg
## 2234 2234 3.044522 RL 4.418841 9.323937 Pave None IR1
## 2235 2235 3.044522 RL 4.234107 8.976641 Pave None IR1
## 2236 2236 3.044522 RL 4.382027 9.345745 Pave None IR1
## 2237 2237 3.044522 RL 4.454347 9.345570 Pave None IR1
## 2238 2238 4.510860 RM 4.584967 9.098403 Pave None IR1
## 2239 2239 3.044522 RL 4.356709 9.135509 Pave None Reg
## 2240 2240 4.795791 RM 3.496508 8.412055 Pave None Reg
## 2241 2241 4.454347 RL 5.017280 9.556621 Pave None Reg
## 2242 2242 4.795791 RM 4.234107 8.348775 Pave None Reg
## 2243 2243 5.081404 RM 3.737670 7.888335 Pave None Reg
## 2244 2244 5.198497 RM 3.091042 7.588324 Pave None Reg
## 2245 2245 5.198497 RM 3.091042 7.375882 Pave None Reg
## 2246 2246 3.044522 RL 4.234107 9.797015 Pave None IR1
## 2247 2247 5.081404 RM 3.091042 7.298445 Pave None Reg
## 2248 2248 3.044522 RL 4.094345 8.778172 Pave None Reg
## 2249 2249 3.044522 RL 4.110874 8.794976 Pave None Reg
## 2250 2250 3.044522 RL 4.317488 9.425129 Pave None Reg
## 2252 2252 3.044522 RL 4.454347 9.275004 Pave None Reg
## 2253 2253 4.394449 RL 4.043051 9.090768 Pave None IR1
## 2254 2254 4.394449 RL 4.234107 9.225032 Pave None IR1
## 2255 2255 4.110874 RL 4.234107 9.063926 Pave None IR1
## 2256 2256 4.110874 RL 4.158883 8.971575 Pave None Reg
## 2257 2257 4.110874 RL 4.110874 8.922792 Pave None Reg
## 2258 2258 3.044522 RL 4.234107 9.165029 Pave None IR1
## 2259 2259 4.110874 RL 4.234107 8.943245 Pave None IR1
## 2260 2260 3.044522 RL 5.081404 9.807032 Grvl None Reg
## 2261 2261 4.795791 RL 3.663562 8.464003 Pave None IR1
## 2262 2262 4.795791 RL 3.583519 8.540714 Pave None IR1
## 2263 2263 4.110874 RL 4.595120 9.419709 Pave None IR1
## 2264 2264 3.044522 RL 3.970292 10.858518 Pave None IR1
## 2265 2265 5.252273 RL 5.278115 10.635879 Pave None IR1
## 2266 2266 4.795791 RL 4.127134 8.991687 Pave None IR1
## 2267 2267 3.044522 RL 4.454347 9.552724 Pave None IR1
## 2268 2268 3.044522 RL 4.406719 9.537556 Pave None IR1
## 2269 2269 3.044522 RL 4.234107 9.302099 Pave None IR1
## 2270 2270 4.110874 RL 4.369448 9.400217 Pave None Reg
## 2271 2271 3.044522 RL 4.543295 9.417355 Pave None Reg
## 2272 2272 4.110874 RL 4.127134 9.336092 Pave None IR1
## 2273 2273 3.044522 RL 4.382027 9.380168 Pave None Reg
## 2274 2274 3.044522 RL 4.394449 9.249657 Pave None Reg
## 2275 2275 3.044522 RL 4.859812 9.472858 Pave None IR1
## 2276 2276 4.394449 RL 4.174387 9.104091 Pave None IR1
## 2277 2277 4.110874 RL 4.394449 8.987322 Pave None Reg
## 2278 2278 3.044522 RL 4.158883 9.154616 Pave None Reg
## 2279 2279 3.044522 RL 4.204693 8.977273 Pave None Reg
## 2280 2280 3.044522 RL 4.234107 9.752665 Pave None Reg
## 2281 2281 4.795791 RH 3.526361 8.322151 Pave None IR1
## 2282 2282 4.795791 RH 3.295837 9.300547 Pave None IR2
## 2283 2283 5.081404 RM 3.091042 7.698936 Pave None Reg
## 2284 2284 5.081404 RM 3.091042 7.629976 Pave None Reg
## 2285 2285 4.795791 RL 3.218876 7.742836 Pave None Reg
## 2286 2286 3.044522 RL 4.189655 8.875007 Pave None Reg
## 2287 2287 3.044522 RL 4.574711 9.431081 Pave None Reg
## 2288 2288 3.044522 RL 4.521789 9.378056 Pave None Reg
## 2289 2289 3.044522 RL 4.709530 9.570390 Pave None Reg
## 2290 2290 4.110874 RL 4.682131 9.520909 Pave None Reg
## 2291 2291 4.110874 RL 4.709530 9.506065 Pave None Reg
## 2292 2292 3.044522 RL 4.663439 9.644199 Pave None Reg
## 2293 2293 3.044522 RL 4.682131 9.539068 Pave None Reg
## 2294 2294 4.110874 RL 4.779123 9.521861 Pave None IR1
## 2295 2295 3.044522 RL 4.094345 9.750919 Pave None IR2
## 2296 2296 4.110874 RL 4.905275 9.720766 Pave None IR1
## 2297 2297 4.110874 RL 4.418841 9.180912 Pave None IR1
## 2298 2298 3.044522 RL 4.553877 9.519001 Pave None IR1
## 2299 2299 4.110874 RL 4.605170 9.478075 Pave None IR1
## 2300 2300 4.110874 RL 4.709530 9.566475 Pave None Reg
## 2301 2301 4.110874 RL 4.234107 9.438989 Pave None Reg
## 2302 2302 3.044522 RL 4.262680 9.203014 Pave None IR1
## 2303 2303 3.044522 RL 4.276666 9.132919 Pave None IR1
## 2304 2304 4.110874 RL 4.532599 9.281078 Pave None IR1
## 2305 2305 4.795791 RL 3.555348 8.269245 Pave None Reg
## 2306 2306 4.795791 RL 3.555348 8.269757 Pave None Reg
## 2307 2307 4.795791 RL 3.737670 8.746716 Pave None IR1
## 2308 2308 4.795791 RL 3.555348 8.431853 Pave None Reg
## 2309 2309 4.795791 RL 3.891820 8.967249 Pave None IR1
## 2310 2310 4.795791 RL 3.891820 8.738896 Pave None Reg
## 2311 2311 4.795791 RL 3.891820 8.084254 Pave None Reg
## 2312 2312 4.110874 RL 4.094345 9.668461 Pave None IR1
## 2313 2313 4.110874 RL 4.189655 9.233862 Pave None Reg
## 2314 2314 4.110874 RL 4.077537 9.488351 Pave None IR1
## 2315 2315 4.110874 RL 4.143135 9.089076 Pave None IR1
## 2316 2316 4.110874 RL 4.158883 9.182969 Pave None IR1
## 2317 2317 3.044522 RL 4.488636 9.410584 Pave None IR1
## 2318 2318 4.110874 RL 4.290459 9.015541 Pave None IR1
## 2319 2319 4.110874 RL 4.174387 8.950792 Pave None Reg
## 2320 2320 3.044522 RL 4.174387 8.948716 Pave None Reg
## 2321 2321 4.795791 RL 4.234107 8.194782 Pave None Reg
## 2322 2322 3.044522 RL 3.988984 8.219057 Pave None Reg
## 2323 2323 4.394449 RL 4.189655 9.694000 Pave None IR2
## 2324 2324 4.394449 RL 4.477337 9.313348 Pave None IR1
## 2325 2325 3.044522 RL 4.094345 9.299907 Pave None IR1
## 2326 2326 4.394449 RL 4.234107 9.388570 Pave None IR1
## 2327 2327 4.110874 RL 4.158883 8.971575 Pave None Reg
## 2328 2328 4.110874 RL 4.234107 9.075780 Pave None IR1
## 2329 2329 4.110874 RL 4.077537 9.157783 Pave None IR1
## 2330 2330 4.110874 RL 4.094345 9.174713 Pave None IR1
## 2331 2331 4.110874 RL 4.615121 9.408535 Pave None IR1
## 2332 2332 4.110874 RL 4.499810 9.264639 Pave None IR1
## 2333 2333 4.110874 RL 4.317488 9.305923 Pave None IR1
## 2334 2334 4.110874 RL 4.430817 9.286468 Pave None Reg
## 2335 2335 4.110874 RL 4.488636 9.372714 Pave None Reg
## 2336 2336 4.110874 RL 4.418841 9.109967 Pave None IR1
## 2337 2337 3.044522 RL 4.330733 9.201401 Pave None Reg
## 2338 2338 3.044522 RL 4.521789 9.378478 Pave None Reg
## 2339 2339 3.044522 RL 4.343805 9.269835 Pave None Reg
## 2340 2340 3.044522 RL 4.595120 9.416704 Pave None IR1
## 2341 2341 3.044522 RL 4.454347 9.206935 Pave None Reg
## 2342 2342 3.044522 RL 4.317488 9.087947 Pave None Reg
## 2343 2343 3.044522 RL 4.262680 9.018211 Pave None Reg
## 2344 2344 4.110874 RL 4.262680 9.170143 Pave None Reg
## 2345 2345 4.110874 RL 4.330733 9.080118 Pave None Reg
## 2346 2346 3.044522 FV 4.290459 9.064274 Pave None Reg
## 2347 2347 3.044522 FV 4.330733 9.105091 Pave None Reg
## 2348 2348 4.110874 FV 4.290459 9.064274 Pave None Reg
## 2349 2349 4.110874 FV 4.406719 9.250714 Pave None Reg
## 2350 2350 4.110874 FV 4.727388 9.410666 Pave None IR1
## 2351 2351 3.044522 FV 4.442651 9.253496 Pave None Reg
## 2352 2352 3.044522 FV 4.615121 9.377971 Pave None IR1
## 2353 2353 4.110874 FV 4.454347 9.271059 Pave None Reg
## 2354 2354 3.044522 RL 4.158883 8.922792 Pave None Reg
## 2355 2355 3.044522 RL 4.158883 8.922792 Pave None Reg
## 2356 2356 3.044522 RL 4.110874 9.429556 Pave None Reg
## 2357 2357 3.044522 RL 4.189655 8.914895 Pave None IR1
## 2358 2358 4.110874 RL 4.234107 9.359967 Pave None IR2
## 2359 2359 5.081404 RL 3.931826 8.988821 Pave None Reg
## 2360 2360 3.044522 RL 4.174387 8.746080 Pave None Reg
## 2361 2361 3.044522 RL 4.442651 8.919587 Pave None Reg
## 2362 2362 4.110874 RL 4.234107 9.879349 Pave None IR1
## 2363 2363 3.044522 RL 3.806662 9.282847 Pave None IR1
## 2364 2364 3.044522 RL 3.784190 9.450380 Pave None IR1
## 2365 2365 4.795791 FV 3.828641 8.384804 Pave None IR1
## 2366 2366 4.795791 FV 4.394449 8.167352 Pave Pave IR1
## 2367 2367 4.795791 FV 3.496508 8.238801 Pave Pave IR1
## 2368 2368 4.795791 FV 3.713572 8.190632 Pave Pave Reg
## 2369 2369 4.795791 FV 3.433987 8.581294 Pave Pave IR2
## 2370 2370 5.081404 FV 3.218876 7.732369 Pave Pave Reg
## 2371 2371 5.081404 FV 3.218876 7.658228 Pave None Reg
## 2372 2372 3.044522 FV 4.304065 8.898639 Pave Pave IR1
## 2373 2373 4.110874 FV 4.234107 8.988571 Pave Pave IR1
## 2374 2374 4.110874 FV 4.672829 9.037652 Pave None IR1
## 2375 2375 4.795791 RL 3.931826 9.155567 Pave None IR2
## 2376 2376 3.044522 RL 4.394449 9.392745 Pave None Reg
## 2377 2377 3.044522 RL 4.553877 9.785773 Pave None IR1
## 2378 2378 3.044522 RL 4.369448 9.367430 Pave None Reg
## 2379 2379 4.110874 RL 4.394449 8.987322 Pave None Reg
## 2380 2380 4.454347 RL 4.234107 9.073833 Pave None IR1
## 2381 2381 3.044522 RL 4.875197 9.367430 Pave None Reg
## 2382 2382 3.044522 RL 4.691348 9.337766 Pave None IR1
## 2383 2383 3.044522 RL 4.394449 9.164087 Pave None Reg
## 2384 2384 4.110874 RL 4.369448 9.262079 Pave None Reg
## 2385 2385 3.044522 RL 4.488636 9.281637 Pave None IR1
## 2386 2386 3.044522 RL 4.394449 9.287394 Pave None Reg
## 2387 2387 3.044522 RL 4.262680 8.993552 Pave None Reg
## 2388 2388 4.510860 RL 4.234107 9.296518 Pave None IR1
## 2389 2389 3.044522 RL 4.317488 8.916104 Pave None IR1
## 2390 2390 3.044522 RL 4.234107 9.572063 Pave None IR1
## 2391 2391 3.044522 RL 4.343805 9.017241 Pave None IR1
## 2392 2392 3.044522 RL 4.262680 9.068892 Pave None Reg
## 2393 2393 3.044522 RL 4.394449 9.082621 Pave None Reg
## 2394 2394 4.394449 RL 4.394449 9.127067 Pave None Reg
## 2395 2395 4.110874 RL 4.394449 9.082621 Pave None Reg
## 2396 2396 3.044522 RL 4.234107 9.339876 Pave None IR1
## 2397 2397 3.044522 RL 4.234107 9.998934 Pave None Reg
## 2398 2398 3.828641 RL 4.454347 9.406976 Pave None Reg
## 2399 2399 3.044522 RL 3.931826 8.517393 Pave None Reg
## 2400 2400 3.931826 RL 3.951244 8.160804 Pave None Reg
## 2401 2401 3.044522 RL 3.931826 8.551788 Pave None Reg
## 2402 2402 3.044522 RL 4.394449 9.169623 Pave None Reg
## 2403 2403 4.510860 RL 4.158883 9.067509 Pave None Reg
## 2404 2404 4.454347 RL 4.234107 9.215427 Pave None IR1
## 2405 2405 4.394449 RL 4.615121 9.169623 Pave None IR1
## 2406 2406 3.044522 RL 4.304065 9.078065 Pave None Reg
## 2407 2407 3.044522 RL 4.189655 8.833608 Pave None IR1
## 2408 2408 3.044522 RL 4.110874 9.018090 Pave None Reg
## 2409 2409 3.044522 RL 4.262680 9.116140 Pave None Reg
## 2410 2410 3.044522 RL 4.394449 9.183688 Pave None Reg
## 2411 2411 3.044522 RL 4.290459 9.187174 Pave None Reg
## 2412 2412 3.044522 RL 4.262680 9.409109 Pave None IR1
## 2413 2413 3.044522 RL 4.330733 9.215427 Pave None Reg
## 2414 2414 3.044522 RL 4.110874 9.355047 Pave None Reg
## 2415 2415 4.510860 RL 4.262680 8.997023 Pave None Reg
## 2416 2416 3.044522 RL 4.110874 9.301186 Pave None Reg
## 2417 2417 3.044522 RL 4.234107 8.980046 Pave None Reg
## 2418 2418 3.044522 RL 4.276666 9.052633 Pave None Reg
## 2419 2419 3.931826 RL 4.025352 8.875007 Pave None Reg
## 2420 2420 3.044522 RL 4.262680 9.036106 Pave None Reg
## 2421 2421 3.044522 RL 4.330733 9.162515 Pave None Reg
## 2422 2422 3.044522 RL 4.234107 9.666752 Pave None Reg
## 2423 2423 3.931826 RL 4.110874 9.560363 Pave None Reg
## 2424 2424 3.931826 RL 4.234107 9.400961 Pave None IR1
## 2425 2425 4.262680 RL 4.736198 9.965617 Pave None Reg
## 2426 2426 3.931826 RL 4.110874 9.238442 Pave None Reg
## 2427 2427 4.262680 RL 4.110874 9.287394 Pave Grvl Reg
## 2428 2428 4.394449 RL 4.543295 9.219399 Pave None IR1
## 2429 2429 3.044522 RL 4.330733 9.071193 Pave None IR1
## 2430 2430 3.044522 RL 4.204693 9.024131 Pave None IR1
## 2431 2431 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2432 2432 3.044522 RL 4.234107 8.922792 Pave None Reg
## 2433 2433 3.044522 RL 4.262680 8.897819 Pave None Reg
## 2434 2434 3.044522 RL 4.262680 8.975124 Pave None Reg
## 2435 2435 3.044522 RL 4.394449 8.987322 Pave None Reg
## 2436 2436 3.044522 RL 4.262680 8.853808 Pave None Reg
## 2437 2437 3.044522 RL 4.110874 8.794976 Pave None Reg
## 2438 2438 4.454347 RL 4.204693 8.818926 Pave None Reg
## 2439 2439 3.433987 RM 4.110874 8.850661 Pave None Reg
## 2440 2440 3.931826 RM 3.931826 8.699681 Pave Grvl Reg
## 2441 2441 3.433987 RM 4.043051 8.407602 Pave None Reg
## 2442 2442 3.433987 RM 4.043051 8.056427 Pave Grvl Reg
## 2443 2443 3.433987 RM 4.110874 8.881975 Pave None Reg
## 2444 2444 3.931826 RM 4.795791 9.105091 Pave None Reg
## 2445 2445 3.931826 RM 3.931826 8.687105 Pave None Reg
## 2446 2446 4.262680 RM 4.060443 9.173676 Pave None Reg
## 2447 2447 4.262680 RM 4.234107 9.243582 Pave Pave IR1
## 2448 2448 4.262680 RM 3.988984 9.196647 Pave Pave Reg
## 2449 2449 4.262680 RM 3.583519 8.427706 Pave Grvl Reg
## 2450 2450 3.931826 RM 4.043051 9.035868 Pave Grvl Reg
## 2451 2451 4.262680 RM 4.110874 8.188967 Pave Grvl Reg
## 2452 2452 4.330733 RM 4.330733 9.510519 Pave Grvl Reg
## 2453 2453 3.044522 RM 3.970292 9.062652 Pave None Reg
## 2454 2454 4.394449 RM 4.343805 9.375940 Pave None Reg
## 2455 2455 3.713572 RL 4.025352 8.832734 Pave None Reg
## 2456 2456 3.931826 RM 4.025352 9.068201 Pave None Reg
## 2457 2457 3.931826 RM 3.931826 8.720297 Pave None Reg
## 2458 2458 4.262680 RM 3.931826 8.699681 Pave None Reg
## 2459 2459 3.828641 RM 3.951244 8.719481 Pave None Reg
## 2460 2460 3.931826 RM 4.234107 8.738896 Pave None Reg
## 2461 2461 3.931826 RM 3.970292 8.738896 Pave None Reg
## 2462 2462 3.931826 RM 3.970292 8.738896 Pave None Reg
## 2463 2463 3.931826 RM 3.951244 8.719481 Pave None Reg
## 2464 2464 4.262680 RM 3.871201 8.956222 Pave None Reg
## 2465 2465 3.931826 RL 4.110874 9.088286 Pave Pave Reg
## 2466 2466 3.931826 RL 4.110874 9.053804 Pave None Reg
## 2467 2467 4.262680 RM 4.234107 8.648397 Pave None IR1
## 2468 2468 3.828641 RM 3.713572 8.644883 Pave Grvl Reg
## 2469 2469 3.931826 RM 3.713572 8.644883 Pave Grvl Reg
## 2470 2470 4.394449 RM 4.795791 9.488048 Pave None Reg
## 2471 2471 4.110874 RM 4.110874 9.188197 Pave Grvl Reg
## 2472 2472 3.931826 RM 4.110874 9.241936 Pave Grvl Reg
## 2473 2473 5.252273 RM 3.970292 8.373554 Pave Grvl Reg
## 2475 2475 4.262680 RL 4.682131 9.464130 Pave None Reg
## 2476 2476 5.252273 RL 4.094345 8.408494 Pave None IR1
## 2477 2477 5.252273 RL 4.330733 9.326878 Pave None Reg
## 2478 2478 4.454347 RL 4.330733 9.326878 Pave None Reg
## 2479 2479 3.044522 RL 4.143135 9.568015 Pave None Reg
## 2480 2480 4.394449 RL 4.189655 9.557470 Pave None IR1
## 2481 2481 3.044522 RL 4.234107 9.365462 Pave None IR1
## 2482 2482 5.252273 RL 4.262680 9.039077 Pave None Reg
## 2483 2483 3.044522 RL 4.465908 9.067163 Pave None IR1
## 2484 2484 3.044522 RL 4.234107 9.035868 Pave None IR1
## 2485 2485 3.044522 RL 4.234107 9.008224 Pave None Reg
## 2486 2486 3.044522 RL 4.406719 9.559306 Pave None Reg
## 2487 2487 4.110874 RL 4.605170 9.727943 Pave None Reg
## 2488 2488 3.931826 RL 4.262680 8.848078 Pave None Reg
## 2489 2489 3.044522 RL 4.521789 9.339261 Pave None Reg
## 2491 2491 3.044522 RL 4.234107 9.105091 Pave None Reg
## 2492 2492 3.044522 RL 4.234107 9.312536 Pave None Reg
## 2493 2493 3.044522 RL 4.234107 9.772353 Pave None IR1
## 2494 2494 3.044522 RL 4.234107 10.029812 Pave None IR1
## 2495 2495 3.044522 RL 4.442651 9.787459 Pave None Reg
## 2496 2496 3.044522 RL 4.634729 9.447150 Pave None IR1
## 2497 2497 3.931826 RL 4.262680 9.260368 Pave None Reg
## 2498 2498 3.044522 RL 4.110874 8.594339 Pave None Reg
## 2499 2499 3.433987 RL 4.234107 9.351493 Pave None IR1
## 2500 2500 4.795791 RL 3.688879 8.261010 Pave None Reg
## 2501 2501 3.044522 RL 4.077537 9.135725 Pave None Reg
## 2502 2502 3.931826 RL 4.110874 9.314790 Pave None Reg
## 2503 2503 3.931826 RL 3.931826 8.929435 Pave None Reg
## 2504 2504 3.931826 RL 4.653960 10.082512 Pave None Reg
## 2505 2505 4.110874 RL 4.330733 9.139703 Pave None Reg
## 2506 2506 3.044522 RL 4.276666 9.124674 Pave None Reg
## 2507 2507 3.044522 RL 4.543295 9.257415 Pave None IR1
## 2508 2508 3.044522 RL 4.204693 9.233666 Pave None IR1
## 2509 2509 3.044522 RL 4.330733 9.371694 Pave None IR1
## 2510 2510 3.044522 RL 4.304065 9.078065 Pave None Reg
## 2511 2511 3.044522 RL 4.174387 8.887791 Pave None Reg
## 2512 2512 4.110874 RL 4.369448 9.139596 Pave None Reg
## 2513 2513 4.110874 RL 4.234107 9.092007 Pave None IR1
## 2514 2514 3.044522 RL 5.049856 9.906732 Pave None IR1
## 2515 2515 3.044522 RL 4.234107 9.562264 Pave None IR2
## 2516 2516 4.110874 RL 4.060443 9.212538 Pave None IR1
## 2517 2517 3.044522 RL 4.110874 9.039433 Pave None IR2
## 2518 2518 3.044522 RL 4.262680 9.714866 Pave None IR2
## 2519 2519 4.110874 RL 3.871201 9.289244 Pave None IR2
## 2520 2520 4.110874 RL 3.784190 9.421654 Pave None IR2
## 2521 2521 4.110874 RL 4.234107 9.163668 Pave None IR1
## 2522 2522 4.110874 RL 4.234107 9.085570 Pave None Reg
## 2523 2523 3.044522 RL 4.584967 9.375940 Pave None IR1
## 2524 2524 4.394449 RL 4.094345 9.066585 Pave None IR1
## 2525 2525 4.394449 RL 4.290459 9.182044 Pave None Reg
## 2526 2526 3.044522 RL 3.828641 9.103089 Pave None IR1
## 2527 2527 3.044522 RL 3.688879 9.698982 Pave None IR1
## 2528 2528 3.044522 RL 4.330733 9.177404 Pave None Reg
## 2529 2529 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2530 2530 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2531 2531 3.044522 RL 4.234107 9.337413 Pave None Reg
## 2532 2532 4.110874 RL 4.262680 9.076809 Pave None Reg
## 2533 2533 4.110874 RL 4.189655 9.006877 Pave None Reg
## 2534 2534 3.044522 RL 4.304065 9.386644 Pave None Reg
## 2535 2535 4.110874 RL 4.234107 9.451638 Pave None Reg
## 2536 2536 4.110874 RL 4.234107 9.635347 Pave None IR3
## 2537 2537 3.044522 RL 4.304065 9.754291 Pave None IR2
## 2538 2538 4.110874 RL 4.262680 9.005282 Pave None IR1
## 2539 2539 3.044522 RL 4.189655 9.079092 Pave None Reg
## 2540 2540 3.044522 RL 4.174387 9.028219 Pave None Reg
## 2541 2541 4.110874 RL 4.174387 9.028099 Pave None Reg
## 2542 2542 4.110874 RL 4.174387 9.110078 Pave None IR1
## 2543 2543 4.454347 RL 4.330733 9.192787 Pave None Reg
## 2544 2544 3.044522 RL 4.219508 9.025095 Pave None Reg
## 2545 2545 3.931826 RL 4.317488 9.698184 Pave None Reg
## 2546 2546 3.044522 RL 4.394449 9.016877 Pave None Reg
## 2547 2547 4.394449 RL 4.189655 8.746080 Pave None Reg
## 2548 2548 4.510860 RL 4.234107 9.164925 Pave None IR1
## 2549 2549 4.110874 RL 4.110874 8.857088 Pave None Reg
## 2550 2550 3.044522 RL 4.859812 10.578751 Pave None IR1
## 2551 2551 5.198497 RM 3.583519 8.209580 Pave None Reg
## 2552 2552 3.044522 RL 4.174387 8.764210 Pave None Reg
## 2553 2553 4.510860 RL 4.317488 8.836810 Pave None Reg
## 2554 2554 4.510860 RL 3.970292 9.075894 Pave None Reg
## 2555 2555 3.713572 RL 4.143135 9.214631 Pave None Reg
## 2556 2556 3.044522 RL 4.110874 9.008591 Pave None Reg
## 2557 2557 3.044522 RL 4.110874 9.008591 Pave None Reg
## 2558 2558 4.510860 RL 4.110874 9.295692 Pave None Reg
## 2559 2559 3.433987 RL 4.007333 8.885164 Pave None Reg
## 2560 2560 3.931826 RL 3.951244 8.827908 Pave None Reg
## 2561 2561 4.262680 RL 4.158883 8.294300 Pave None Reg
## 2562 2562 4.262680 RL 3.988984 8.812992 Pave None Reg
## 2563 2563 4.262680 RL 3.988984 8.875706 Pave None Reg
## 2564 2564 4.262680 RL 4.110874 8.886133 Pave None Reg
## 2565 2565 3.044522 RL 4.844187 9.481054 Pave None IR2
## 2566 2566 3.931826 RL 4.709530 8.963288 Pave None IR1
## 2567 2567 5.252273 RL 4.382027 8.735847 Pave None IR1
## 2568 2568 3.044522 RL 4.234107 10.145885 Pave None IR1
## 2569 2569 3.044522 RL 4.234107 9.979522 Pave None IR1
## 2570 2570 5.081404 RM 3.218876 7.486053 Pave None Reg
## 2571 2571 3.044522 RL 4.234107 9.790991 Pave None IR2
## 2572 2572 4.795791 RM 3.583519 8.270781 Pave None IR1
## 2573 2573 3.044522 RL 4.234107 9.937599 Pave None IR1
## 2574 2574 3.044522 RL 4.262680 9.800624 Pave None IR1
## 2575 2575 3.931826 RM 3.931826 8.853808 Pave None Reg
## 2576 2576 3.931826 RM 3.931826 8.894122 Pave None Reg
## 2578 2578 3.433987 RM 3.850148 8.208764 Pave None Reg
## 2579 2579 3.931826 RM 4.174387 9.311813 Pave None Reg
## 2580 2580 5.252273 C (all) 4.330733 9.018090 Pave None Reg
## 2581 2581 3.044522 C (all) 4.189655 8.789660 Pave None Reg
## 2582 2582 3.433987 C (all) 4.110874 8.709630 Pave None Reg
## 2583 2583 4.795791 RM 4.094345 8.624971 Pave None IR1
## 2584 2584 4.454347 RL 4.234107 9.405167 Pave None IR1
## 2585 2585 3.044522 RL 4.394449 9.210440 Pave None Reg
## 2586 2586 3.044522 RL 3.806662 9.462266 Pave None IR1
## 2587 2587 3.044522 RL 4.234107 9.203215 Pave None IR1
## 2588 2588 4.394449 RL 4.234107 9.076923 Pave None IR1
## 2589 2589 4.454347 RL 4.418841 9.037296 Pave None IR1
## 2590 2590 4.795791 RL 3.850148 8.307706 Pave None IR1
## 2591 2591 3.044522 RL 5.010635 9.901435 Pave None Reg
## 2592 2592 3.044522 RL 4.219508 9.032290 Pave None IR1
## 2593 2593 3.044522 RL 4.234107 9.023890 Pave None IR1
## 2594 2594 3.044522 RL 3.761200 9.243001 Pave None Reg
## 2595 2595 3.044522 RL 4.234107 8.812695 Pave None IR1
## 2596 2596 3.044522 RL 4.394449 9.333089 Pave None Reg
## 2597 2597 3.044522 RL 4.234107 8.959055 Pave None IR1
## 2598 2598 4.110874 RL 4.234107 9.375940 Pave None IR1
## 2599 2599 3.044522 RL 4.454347 9.444147 Pave None IR1
## 2600 2600 3.044522 RL 5.303305 10.680539 Pave None Reg
## 2601 2601 4.795791 RM 4.143135 8.811503 Pave None IR1
## 2602 2602 5.081404 RM 3.091042 7.316548 Pave None Reg
## 2603 2603 5.198497 RM 4.234107 7.335634 Pave None Reg
## 2604 2604 5.081404 RM 3.091042 7.310550 Pave None Reg
## 2605 2605 5.081404 RM 3.091042 7.544861 Pave None Reg
## 2606 2606 4.454347 RL 4.290459 9.119321 Pave None Reg
## 2607 2607 4.394449 RL 4.234107 9.677716 Pave None IR1
## 2608 2608 3.044522 RL 4.127134 10.433645 Pave None IR1
## 2609 2609 4.110874 RL 4.234107 9.022443 Pave None IR1
## 2610 2610 4.454347 RL 3.931826 8.813438 Pave None Reg
## 2611 2611 3.044522 RL 4.828314 10.229115 Pave None Reg
## 2612 2612 3.044522 RL 4.234107 9.305741 Pave None IR2
## 2613 2613 3.044522 RL 4.189655 9.360999 Pave None IR1
## 2614 2614 3.044522 RL 4.143135 9.254166 Pave None Reg
## 2615 2615 3.044522 RL 4.234107 9.308193 Pave None IR1
## 2616 2616 3.044522 RL 4.454347 9.262363 Pave None IR1
## 2617 2617 3.044522 RL 4.234107 9.372969 Pave None IR1
## 2618 2618 3.044522 RL 4.234107 10.581140 Pave None IR1
## 2619 2619 3.044522 RL 4.510860 9.369734 Pave None Reg
## 2620 2620 4.110874 RL 4.110874 9.016634 Pave None IR1
## 2621 2621 4.110874 RL 4.234107 9.475930 Pave None IR2
## 2622 2622 4.110874 RL 4.007333 9.188504 Pave None IR1
## 2623 2623 4.110874 RL 3.931826 9.482579 Pave None IR1
## 2624 2624 4.110874 RL 3.761200 9.528940 Pave None IR1
## 2625 2625 5.081404 RL 4.234107 9.481054 Pave None IR1
## 2626 2626 3.044522 RL 4.234107 8.996776 Pave None IR1
## 2627 2627 4.795791 RL 3.433987 8.216628 Pave None IR1
## 2628 2628 4.110874 RL 4.094345 9.681843 Pave None IR1
## 2629 2629 4.110874 RL 4.110874 9.801621 Pave None IR1
## 2630 2630 4.110874 RL 4.158883 9.416785 Pave None IR1
## 2631 2631 4.110874 RL 4.418841 9.683651 Pave None IR1
## 2632 2632 4.110874 RL 4.532599 9.675520 Pave None IR1
## 2633 2633 4.795791 RL 4.110874 9.005528 Pave None Reg
## 2634 2634 3.044522 RL 4.510860 9.812578 Pave None IR1
## 2635 2635 4.454347 RL 4.234107 9.255792 Pave None IR1
## 2636 2636 4.110874 RL 4.406719 9.262079 Pave None Reg
## 2637 2637 4.454347 RL 4.234107 9.203114 Pave None IR1
## 2638 2638 4.110874 FV 4.330733 9.160415 Pave None IR1
## 2639 2639 4.394449 RL 4.406719 9.262079 Pave None Reg
## 2640 2640 3.044522 RL 4.394449 9.210440 Pave None Reg
## 2641 2641 3.044522 RL 4.110874 8.881975 Pave None Reg
## 2642 2642 4.795791 RH 3.295837 9.079548 Pave None IR2
## 2643 2643 5.081404 RM 3.218876 7.923348 Pave None Reg
## 2644 2644 5.081404 RM 3.218876 7.678326 Pave None Reg
## 2645 2645 5.081404 RM 3.091042 7.544861 Pave None Reg
## 2646 2646 5.081404 RM 3.091042 7.427144 Pave None Reg
## 2647 2647 5.081404 RM 3.091042 7.427144 Pave None Reg
## 2648 2648 4.795791 RL 3.988984 8.304990 Pave None Reg
## 2649 2649 3.044522 RL 4.189655 8.924656 Pave None Reg
## 2650 2650 4.795791 RL 3.218876 7.732369 Pave None Reg
## 2651 2651 5.081404 RL 3.218876 7.687080 Pave None Reg
## 2652 2652 4.110874 RL 4.290459 9.704305 Pave None IR1
## 2653 2653 3.044522 RL 4.709530 9.690542 Pave None Reg
## 2654 2654 3.044522 RL 4.691348 9.411565 Pave None Reg
## 2655 2655 3.044522 RL 4.795791 9.601098 Pave None IR1
## 2656 2656 4.110874 RL 4.795791 9.545097 Pave None IR1
## 2657 2657 4.110874 RL 4.418841 9.204624 Pave None IR1
## 2658 2658 4.110874 RL 4.644391 9.462499 Pave None IR1
## 2659 2659 4.110874 RL 4.418841 9.275472 Pave None IR1
## 2660 2660 4.110874 RL 4.418841 9.362546 Pave None IR1
## 2661 2661 3.044522 RL 4.804021 9.529448 Pave None IR1
## 2662 2662 3.044522 RL 4.882802 9.604340 Pave None IR1
## 2663 2663 4.110874 RL 4.234107 9.489183 Pave None IR1
## 2664 2664 4.795791 RL 3.891820 8.684739 Pave None Reg
## 2665 2665 3.044522 RL 4.127134 8.954286 Pave None Reg
## 2666 2666 4.795791 RL 3.891820 8.759982 Pave None Reg
## 2667 2667 4.110874 RL 4.189655 9.233862 Pave None Reg
## 2668 2668 4.110874 RL 4.189655 9.233862 Pave None Reg
## 2669 2669 3.044522 RL 4.634729 9.364005 Pave None IR1
## 2670 2670 4.110874 RL 4.574711 9.361515 Pave None IR1
## 2671 2671 4.110874 RL 4.330733 9.113168 Pave None IR1
## 2672 2672 4.795791 RL 3.784190 8.035279 Pave None Reg
## 2673 2673 4.795791 RL 4.234107 7.985825 Pave None Reg
## 2674 2674 4.795791 RM 4.234107 8.030410 Pave None Reg
## 2675 2675 4.795791 RL 3.784190 8.010028 Pave None Reg
## 2676 2676 4.110874 RL 4.094345 9.123911 Pave None IR1
## 2677 2677 4.110874 RL 4.234107 9.066355 Pave None IR1
## 2678 2678 4.110874 RL 4.234107 9.401374 Pave None IR1
## 2679 2679 4.110874 RL 4.442651 9.175852 Pave None IR1
## 2680 2680 4.110874 RL 4.430817 9.163877 Pave None Reg
## 2681 2681 4.110874 RL 4.234107 9.130648 Pave None IR1
## 2682 2682 4.110874 RL 4.430817 9.212338 Pave None IR1
## 2683 2683 4.110874 RL 4.744932 9.755162 Pave None IR1
## 2684 2684 4.110874 RL 4.234107 9.233764 Pave None IR1
## 2685 2685 4.110874 RL 4.234107 9.440340 Pave None IR1
## 2686 2686 4.110874 RL 4.330733 9.429315 Pave None IR1
## 2687 2687 3.044522 RL 3.912023 9.630300 Pave None IR1
## 2688 2688 3.044522 RL 4.454347 9.299907 Pave None Reg
## 2689 2689 3.044522 FV 4.290459 9.064274 Pave None Reg
## 2690 2690 4.110874 FV 4.615121 9.485165 Pave None Reg
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1461 Lvl AllPub Inside Gtl NAmes Feedr
## 1462 Lvl AllPub Corner Gtl NAmes Norm
## 1463 Lvl AllPub Inside Gtl Gilbert Norm
## 1464 Lvl AllPub Inside Gtl Gilbert Norm
## 1465 HLS AllPub Inside Gtl StoneBr Norm
## 1466 Lvl AllPub Corner Gtl Gilbert Norm
## 1467 Lvl AllPub Inside Gtl Gilbert Norm
## 1468 Lvl AllPub Inside Gtl Gilbert Norm
## 1469 Lvl AllPub Inside Gtl Gilbert Norm
## 1470 Lvl AllPub Corner Gtl NAmes Norm
## 1471 Lvl AllPub FR2 Gtl NAmes Norm
## 1472 Lvl AllPub Inside Gtl BrDale Norm
## 1473 Lvl AllPub Inside Gtl BrDale Norm
## 1474 Lvl AllPub FR2 Gtl NPkVill Norm
## 1475 Lvl AllPub FR2 Gtl NPkVill Norm
## 1476 Lvl AllPub Inside Gtl NridgHt Norm
## 1477 Lvl AllPub Corner Gtl NridgHt Norm
## 1478 Lvl AllPub Inside Gtl NridgHt PosN
## 1479 Lvl AllPub Inside Gtl NridgHt Norm
## 1480 HLS AllPub Inside Mod NridgHt Norm
## 1481 Lvl AllPub Corner Gtl NridgHt Norm
## 1482 Lvl AllPub Inside Gtl NridgHt Norm
## 1483 Lvl AllPub Corner Gtl Gilbert Norm
## 1484 Lvl AllPub Inside Gtl Blmngtn Norm
## 1485 Lvl AllPub Inside Gtl Gilbert Norm
## 1486 Lvl AllPub Inside Gtl Gilbert Norm
## 1487 Lvl AllPub CulDSac Gtl NoRidge Norm
## 1488 Lvl AllPub Inside Gtl Somerst Norm
## 1489 Lvl AllPub Inside Gtl Somerst Norm
## 1490 Lvl AllPub Corner Gtl Somerst Norm
## 1491 Lvl AllPub Inside Gtl SawyerW Norm
## 1492 Lvl AllPub Corner Gtl SawyerW Feedr
## 1493 Lvl AllPub CulDSac Gtl Sawyer RRNe
## 1494 Lvl AllPub Inside Gtl NoRidge Norm
## 1495 Lvl AllPub Inside Gtl NoRidge Norm
## 1496 Lvl AllPub CulDSac Gtl Somerst Norm
## 1497 Lvl AllPub Inside Gtl Somerst Norm
## 1498 Lvl AllPub Inside Gtl Somerst Norm
## 1499 Lvl AllPub Inside Gtl Somerst Norm
## 1500 Lvl AllPub Inside Gtl Somerst Norm
## 1501 Lvl AllPub Corner Gtl Somerst Norm
## 1502 Lvl AllPub FR2 Gtl Somerst Norm
## 1503 Lvl AllPub Inside Gtl Somerst Norm
## 1504 Lvl AllPub Inside Gtl Somerst Norm
## 1505 Lvl AllPub Inside Gtl Somerst Norm
## 1506 Lvl AllPub Inside Gtl NWAmes Norm
## 1507 Lvl AllPub Inside Gtl NWAmes Norm
## 1508 Lvl AllPub Inside Gtl NWAmes Norm
## 1509 Lvl AllPub Inside Gtl NWAmes Norm
## 1510 Lvl AllPub Inside Gtl NAmes Norm
## 1511 Lvl AllPub Corner Gtl NAmes Norm
## 1512 Lvl AllPub Inside Gtl NAmes Norm
## 1513 Lvl AllPub Inside Gtl NAmes Norm
## 1514 Lvl AllPub Inside Gtl NAmes Norm
## 1515 Lvl AllPub Inside Gtl NAmes Norm
## 1516 Lvl AllPub Corner Gtl NAmes Artery
## 1517 Lvl AllPub Inside Gtl NAmes Norm
## 1518 Lvl AllPub Corner Gtl NAmes Feedr
## 1519 Lvl AllPub Inside Gtl NAmes Norm
## 1520 Lvl AllPub Inside Gtl NAmes Norm
## 1521 Lvl AllPub Inside Gtl NAmes Norm
## 1522 Lvl AllPub Inside Gtl NAmes Norm
## 1523 Lvl AllPub Inside Gtl NAmes Norm
## 1524 Lvl AllPub Inside Gtl NAmes Norm
## 1525 Lvl AllPub Corner Gtl NAmes Norm
## 1526 Lvl AllPub Inside Gtl NAmes Norm
## 1527 Lvl AllPub Corner Gtl NAmes Norm
## 1528 Lvl AllPub Inside Gtl NAmes Artery
## 1529 Lvl AllPub Corner Gtl NAmes Norm
## 1530 Lvl AllPub Inside Mod NAmes Norm
## 1531 Lvl AllPub Corner Gtl OldTown Norm
## 1532 Lvl AllPub Inside Gtl OldTown Artery
## 1533 Bnk AllPub Inside Mod OldTown Norm
## 1534 Lvl AllPub Corner Gtl OldTown Norm
## 1535 Lvl AllPub Inside Gtl OldTown Artery
## 1536 Lvl AllPub Inside Gtl OldTown Artery
## 1537 Lvl AllPub Inside Gtl OldTown Norm
## 1538 Lvl AllPub Corner Gtl OldTown Norm
## 1539 Lvl AllPub Inside Gtl OldTown Norm
## 1540 Lvl AllPub Inside Gtl OldTown Norm
## 1541 Lvl AllPub Inside Gtl OldTown Norm
## 1542 Lvl AllPub Corner Gtl BrkSide Feedr
## 1543 Bnk AllPub Corner Gtl BrkSide Norm
## 1544 Lvl AllPub Inside Gtl BrkSide Feedr
## 1545 Lvl AllPub Inside Gtl BrkSide Norm
## 1546 Lvl AllPub Inside Gtl BrkSide Norm
## 1547 Lvl AllPub Corner Gtl BrkSide Feedr
## 1548 Lvl AllPub Inside Gtl BrkSide Norm
## 1549 Lvl AllPub Inside Gtl BrkSide Norm
## 1550 Lvl AllPub Inside Gtl BrkSide Norm
## 1551 Lvl AllPub Inside Gtl OldTown Artery
## 1552 Lvl AllPub Inside Gtl OldTown Norm
## 1553 Lvl AllPub Inside Gtl OldTown Norm
## 1554 Lvl AllPub Inside Gtl OldTown Norm
## 1555 Lvl AllPub Inside Gtl ClearCr Feedr
## 1557 Lvl AllPub Inside Gtl SWISU Norm
## 1558 Bnk AllPub Inside Mod SWISU Norm
## 1559 Lvl AllPub Inside Gtl SWISU Norm
## 1560 Lvl AllPub Corner Gtl SWISU Artery
## 1561 Lvl AllPub Inside Gtl Sawyer Norm
## 1562 Lvl AllPub Inside Gtl Sawyer Norm
## 1563 Lvl AllPub Inside Gtl Sawyer Norm
## 1564 Lvl AllPub Inside Gtl Sawyer Norm
## 1565 Lvl AllPub Inside Gtl Sawyer Norm
## 1566 Low AllPub Inside Mod ClearCr Norm
## 1567 Lvl AllPub Corner Gtl Sawyer Feedr
## 1568 Low AllPub CulDSac Mod ClearCr Norm
## 1569 Lvl AllPub Inside Gtl Edwards Norm
## 1570 Lvl AllPub Inside Gtl Edwards Norm
## 1571 Bnk AllPub Inside Gtl Edwards Norm
## 1572 Lvl AllPub Inside Gtl Edwards Norm
## 1573 Lvl AllPub Inside Gtl Edwards Norm
## 1574 Lvl AllPub CulDSac Gtl Edwards Norm
## 1575 Low AllPub Inside Mod SawyerW Norm
## 1576 Lvl AllPub CulDSac Gtl SawyerW Norm
## 1577 Lvl AllPub Inside Gtl CollgCr Norm
## 1578 Lvl AllPub Inside Gtl SawyerW Norm
## 1579 Lvl AllPub Corner Gtl CollgCr Norm
## 1580 Lvl AllPub Inside Gtl CollgCr Norm
## 1581 Lvl AllPub FR2 Gtl CollgCr Norm
## 1582 Lvl AllPub Inside Gtl CollgCr Norm
## 1583 Lvl AllPub Inside Gtl CollgCr Norm
## 1584 Lvl AllPub Inside Gtl CollgCr Norm
## 1585 Lvl AllPub Inside Gtl CollgCr Norm
## 1586 Lvl AllPub Inside Mod Edwards Feedr
## 1587 Lvl AllPub Corner Gtl Edwards Norm
## 1588 Low AllPub CulDSac Gtl Edwards Norm
## 1589 Lvl AllPub Inside Gtl Edwards Norm
## 1590 Lvl AllPub Inside Gtl Edwards Norm
## 1591 HLS AllPub Inside Gtl Edwards Norm
## 1592 Bnk AllPub Inside Gtl SWISU Artery
## 1593 Lvl AllPub Corner Gtl SWISU Norm
## 1594 Lvl AllPub Inside Gtl SWISU Norm
## 1595 Lvl AllPub Inside Gtl SWISU Feedr
## 1596 Lvl AllPub Inside Gtl Crawfor Norm
## 1597 Lvl AllPub Inside Gtl Crawfor Norm
## 1598 Lvl AllPub FR2 Gtl Crawfor Norm
## 1599 HLS AllPub Inside Mod Blueste Norm
## 1600 HLS AllPub Inside Mod Blueste Norm
## 1601 Lvl AllPub Inside Gtl IDOTRR Norm
## 1602 HLS AllPub Inside Gtl IDOTRR Norm
## 1603 Lvl AllPub Corner Gtl IDOTRR Norm
## 1604 HLS AllPub Corner Mod Crawfor Artery
## 1605 Lvl AllPub Inside Gtl Mitchel Norm
## 1606 Lvl AllPub Inside Gtl Mitchel Norm
## 1607 Lvl AllPub Inside Gtl Mitchel Norm
## 1608 Lvl AllPub Corner Gtl Timber Norm
## 1609 Lvl AllPub Inside Gtl Timber Norm
## 1610 Lvl AllPub Inside Gtl Timber Norm
## 1611 Bnk AllPub Inside Gtl Mitchel Norm
## 1612 Lvl AllPub Inside Gtl Mitchel Norm
## 1613 Lvl AllPub Inside Gtl Mitchel Norm
## 1614 Low AllPub Inside Mod MeadowV Norm
## 1615 Lvl AllPub Inside Gtl MeadowV Norm
## 1616 Lvl AllPub Inside Gtl MeadowV Norm
## 1617 Lvl AllPub Inside Gtl MeadowV Norm
## 1618 Lvl AllPub Inside Gtl Mitchel Norm
## 1619 Lvl AllPub Inside Gtl Mitchel Norm
## 1620 Lvl AllPub Inside Gtl Mitchel Norm
## 1621 Lvl AllPub Inside Gtl Mitchel Norm
## 1622 Lvl AllPub Inside Mod Mitchel Norm
## 1623 Lvl AllPub Inside Mod Mitchel Norm
## 1624 Lvl AllPub Inside Gtl Mitchel Norm
## 1625 Lvl AllPub Inside Gtl NAmes Norm
## 1626 Lvl AllPub Inside Gtl NAmes Norm
## 1627 Lvl AllPub Corner Gtl Gilbert Norm
## 1628 Lvl AllPub Inside Gtl Gilbert Norm
## 1629 Lvl AllPub Inside Gtl Gilbert Norm
## 1630 Lvl AllPub CulDSac Gtl StoneBr Norm
## 1631 Lvl AllPub Corner Gtl StoneBr Norm
## 1632 Lvl AllPub Corner Gtl StoneBr Norm
## 1633 Lvl AllPub Inside Gtl Gilbert Norm
## 1634 Lvl AllPub Inside Gtl Gilbert Norm
## 1635 Lvl AllPub Inside Gtl Gilbert Norm
## 1636 Lvl AllPub Inside Gtl Gilbert Norm
## 1637 Lvl AllPub Inside Gtl Gilbert Norm
## 1638 Lvl AllPub Inside Gtl NWAmes RRNn
## 1639 Lvl AllPub Inside Gtl NWAmes Norm
## 1640 Lvl AllPub Inside Gtl NWAmes Norm
## 1641 Lvl AllPub Inside Gtl NWAmes Norm
## 1642 Lvl AllPub Inside Gtl Somerst Norm
## 1643 Lvl AllPub Inside Gtl Somerst RRNn
## 1644 Lvl AllPub Corner Gtl Somerst Norm
## 1645 Lvl AllPub CulDSac Gtl NWAmes PosN
## 1646 Lvl AllPub Inside Gtl NWAmes Norm
## 1647 Lvl AllPub Corner Gtl NWAmes Norm
## 1648 Lvl AllPub Inside Gtl NAmes Norm
## 1649 Lvl AllPub Inside Gtl NAmes Norm
## 1650 Lvl AllPub Inside Gtl NAmes Norm
## 1651 Lvl AllPub FR2 Gtl NAmes Norm
## 1652 Lvl AllPub Inside Gtl BrDale Norm
## 1653 Lvl AllPub Inside Gtl BrDale Norm
## 1654 Lvl AllPub FR2 Gtl NPkVill Norm
## 1655 Lvl AllPub FR2 Gtl NPkVill Norm
## 1656 Lvl AllPub Inside Gtl NPkVill Norm
## 1657 Lvl AllPub Inside Gtl NPkVill Norm
## 1658 Lvl AllPub Inside Gtl NPkVill Norm
## 1659 Lvl AllPub Inside Gtl NPkVill Norm
## 1660 Lvl AllPub Inside Gtl NAmes Norm
## 1661 Lvl AllPub Inside Gtl NridgHt PosN
## 1662 Lvl AllPub Inside Gtl NridgHt Norm
## 1663 Lvl AllPub Inside Gtl NridgHt Norm
## 1664 Lvl AllPub Inside Gtl NridgHt PosA
## 1665 Lvl AllPub Inside Gtl NridgHt Norm
## 1666 Lvl AllPub FR3 Gtl NridgHt Norm
## 1667 Lvl AllPub CulDSac Gtl NridgHt Norm
## 1668 Lvl AllPub Inside Gtl NridgHt Norm
## 1669 Lvl AllPub Inside Gtl NridgHt Norm
## 1670 Lvl AllPub Corner Gtl NridgHt Norm
## 1671 Lvl AllPub Corner Gtl NridgHt Norm
## 1672 Lvl AllPub Corner Gtl NridgHt Norm
## 1673 Lvl AllPub Inside Gtl NridgHt Norm
## 1674 Lvl AllPub Inside Gtl NridgHt Norm
## 1675 Lvl AllPub Inside Gtl NridgHt Norm
## 1676 Lvl AllPub Inside Gtl NridgHt Norm
## 1677 Lvl AllPub Inside Gtl NridgHt Norm
## 1678 HLS AllPub Inside Mod NridgHt Norm
## 1679 Lvl AllPub Corner Gtl NridgHt Norm
## 1680 Lvl AllPub Inside Gtl NridgHt Norm
## 1681 Lvl AllPub Inside Gtl NridgHt Norm
## 1682 Lvl AllPub Corner Gtl NridgHt Norm
## 1683 Lvl AllPub Inside Gtl NridgHt Norm
## 1684 Lvl AllPub Inside Gtl Gilbert RRAn
## 1685 Lvl AllPub Inside Gtl Gilbert Norm
## 1686 Lvl AllPub Inside Gtl Blmngtn Norm
## 1687 Lvl AllPub Inside Gtl Gilbert Norm
## 1688 Lvl AllPub Inside Gtl Gilbert Norm
## 1689 Lvl AllPub Inside Gtl Gilbert Norm
## 1690 Lvl AllPub Inside Gtl Gilbert Norm
## 1691 Lvl AllPub Inside Gtl Gilbert Norm
## 1692 Lvl AllPub Corner Gtl Gilbert Norm
## 1693 Lvl AllPub Inside Gtl Gilbert RRAn
## 1694 Lvl AllPub Inside Gtl Gilbert Norm
## 1695 Lvl AllPub Inside Gtl Gilbert Norm
## 1696 Lvl AllPub CulDSac Gtl Gilbert RRNn
## 1697 Lvl AllPub Inside Gtl Gilbert Norm
## 1698 Lvl AllPub Inside Gtl NoRidge Norm
## 1699 Lvl AllPub CulDSac Gtl NoRidge Norm
## 1700 Lvl AllPub Inside Gtl NoRidge Norm
## 1701 Lvl AllPub Inside Gtl NoRidge Norm
## 1702 Lvl AllPub Inside Gtl Somerst PosN
## 1703 Lvl AllPub Inside Gtl Somerst PosN
## 1704 Lvl AllPub Inside Gtl Somerst Norm
## 1705 Lvl AllPub Inside Gtl Somerst Norm
## 1706 Lvl AllPub Corner Gtl Somerst PosN
## 1707 Lvl AllPub Inside Gtl Somerst Norm
## 1708 Lvl AllPub Inside Gtl Somerst Norm
## 1709 Lvl AllPub Inside Gtl Somerst Norm
## 1710 Lvl AllPub Inside Gtl Somerst Norm
## 1711 Lvl AllPub Inside Gtl Somerst Norm
## 1712 Lvl AllPub Corner Gtl Somerst Norm
## 1713 Lvl AllPub Inside Gtl Somerst Norm
## 1714 Lvl AllPub Inside Gtl Somerst Norm
## 1715 Lvl AllPub Inside Gtl Somerst Norm
## 1716 Lvl AllPub Corner Gtl SawyerW Norm
## 1717 Lvl AllPub Inside Gtl SawyerW Norm
## 1718 Lvl AllPub Inside Gtl SawyerW Norm
## 1719 Lvl AllPub Corner Gtl SawyerW Norm
## 1720 Lvl AllPub Inside Gtl SawyerW Norm
## 1721 Lvl AllPub Inside Gtl SawyerW RRAe
## 1722 Lvl AllPub Inside Gtl SawyerW RRAe
## 1723 Lvl AllPub Inside Gtl SawyerW RRAe
## 1724 Lvl AllPub Inside Gtl SawyerW Norm
## 1725 Lvl AllPub CulDSac Gtl SawyerW Norm
## 1726 Lvl AllPub Inside Gtl SawyerW Norm
## 1727 Lvl AllPub Inside Gtl SawyerW Norm
## 1728 Lvl AllPub Inside Gtl SawyerW RRAe
## 1729 Lvl AllPub CulDSac Gtl SawyerW Norm
## 1730 Lvl AllPub Inside Gtl SawyerW Norm
## 1731 Lvl AllPub Inside Gtl Sawyer Norm
## 1732 Lvl AllPub Corner Gtl Sawyer Feedr
## 1733 Lvl AllPub Inside Gtl Sawyer Norm
## 1734 Lvl AllPub Inside Gtl Sawyer Norm
## 1735 Lvl AllPub Inside Gtl Sawyer RRAe
## 1736 Lvl AllPub Inside Gtl Sawyer Feedr
## 1737 Low AllPub Inside Gtl Veenker Norm
## 1738 Lvl AllPub Inside Gtl NoRidge Norm
## 1739 Lvl AllPub Inside Gtl Somerst Norm
## 1740 Lvl AllPub Inside Gtl Somerst Norm
## 1741 Lvl AllPub Inside Gtl Somerst Norm
## 1742 Lvl AllPub Inside Gtl Somerst Norm
## 1743 Lvl AllPub FR2 Gtl Somerst Norm
## 1744 Lvl AllPub Inside Gtl Veenker Norm
## 1745 Lvl AllPub Inside Gtl Veenker Norm
## 1746 Low AllPub FR2 Mod Veenker Feedr
## 1747 Lvl AllPub CulDSac Gtl NWAmes PosN
## 1748 Lvl AllPub Inside Gtl NWAmes PosA
## 1749 Lvl AllPub Inside Gtl NWAmes Feedr
## 1750 Lvl AllPub Inside Gtl NWAmes Feedr
## 1751 Lvl AllPub Inside Gtl NWAmes Norm
## 1752 Lvl AllPub Inside Gtl NAmes Norm
## 1753 Lvl AllPub Inside Gtl NAmes Norm
## 1754 Lvl AllPub Inside Gtl NWAmes Norm
## 1755 Lvl AllPub Inside Gtl NWAmes Norm
## 1756 Lvl AllPub Inside Gtl NAmes Norm
## 1757 Lvl AllPub Inside Gtl NAmes Norm
## 1758 Lvl AllPub Corner Gtl NAmes Norm
## 1759 Lvl AllPub Corner Gtl NAmes Norm
## 1760 Lvl AllPub Inside Gtl NAmes Norm
## 1761 Lvl AllPub Inside Gtl NAmes Norm
## 1762 Lvl AllPub Corner Gtl NAmes Norm
## 1763 Lvl AllPub Corner Gtl NAmes Norm
## 1764 Lvl AllPub Inside Gtl NAmes Norm
## 1765 Lvl AllPub Inside Gtl NAmes Feedr
## 1766 Lvl AllPub Corner Gtl NAmes Norm
## 1767 Lvl AllPub Inside Gtl NAmes Norm
## 1768 Lvl AllPub Inside Gtl NAmes Norm
## 1769 Lvl AllPub Inside Gtl NAmes Norm
## 1770 Lvl AllPub Inside Gtl NAmes Norm
## 1771 Lvl AllPub Inside Gtl NAmes Norm
## 1772 Lvl AllPub Inside Gtl NAmes Norm
## 1773 Lvl AllPub Corner Gtl NAmes Norm
## 1774 Lvl AllPub Inside Gtl NAmes Norm
## 1775 Lvl AllPub CulDSac Gtl NAmes Norm
## 1776 Lvl AllPub Corner Gtl NAmes Norm
## 1777 Lvl AllPub Corner Gtl NAmes Norm
## 1778 Lvl AllPub Inside Gtl NAmes Norm
## 1779 Lvl AllPub Inside Gtl NAmes Norm
## 1780 Lvl AllPub Corner Gtl NAmes Artery
## 1781 Lvl AllPub Inside Gtl NAmes Norm
## 1782 Lvl AllPub Inside Gtl OldTown Norm
## 1783 Lvl AllPub Inside Gtl OldTown Norm
## 1784 Lvl AllPub Corner Gtl OldTown Norm
## 1785 Lvl AllPub Inside Gtl OldTown Norm
## 1786 Lvl AllPub Inside Gtl OldTown Norm
## 1787 Lvl AllPub Corner Gtl OldTown Artery
## 1788 Lvl AllPub Inside Gtl OldTown Artery
## 1789 Lvl AllPub Inside Gtl OldTown Norm
## 1790 Lvl AllPub Corner Gtl OldTown Norm
## 1791 Lvl AllPub Corner Gtl NAmes Artery
## 1792 Lvl AllPub Inside Gtl NAmes Norm
## 1793 Lvl AllPub Inside Gtl NAmes Norm
## 1794 Lvl AllPub Inside Gtl NAmes Norm
## 1795 Lvl AllPub Corner Gtl NAmes Norm
## 1796 HLS AllPub Inside Mod NAmes Norm
## 1797 Lvl AllPub Inside Gtl NAmes Artery
## 1798 Lvl AllPub Inside Gtl NAmes Norm
## 1799 Lvl AllPub Corner Gtl NAmes Norm
## 1800 Lvl AllPub Inside Gtl NAmes Norm
## 1801 Lvl AllPub Inside Gtl NAmes Artery
## 1802 Lvl AllPub Corner Gtl NAmes Artery
## 1803 Lvl AllPub Corner Gtl NAmes Norm
## 1804 Lvl AllPub Inside Gtl NAmes Norm
## 1805 Lvl AllPub Inside Gtl NAmes Norm
## 1806 Lvl AllPub Inside Gtl OldTown Norm
## 1807 Lvl AllPub Inside Gtl OldTown Norm
## 1808 Lvl AllPub Inside Gtl OldTown Norm
## 1809 Lvl AllPub Corner Gtl OldTown Norm
## 1810 Lvl AllPub Inside Gtl OldTown Norm
## 1811 Lvl AllPub Corner Gtl OldTown Artery
## 1812 Lvl AllPub Inside Gtl OldTown Norm
## 1813 Lvl AllPub Inside Gtl OldTown Norm
## 1814 Lvl AllPub Corner Gtl OldTown Norm
## 1815 Lvl AllPub Corner Gtl OldTown Norm
## 1816 Lvl AllPub Inside Gtl OldTown Norm
## 1817 Lvl AllPub Inside Gtl OldTown Norm
## 1818 Lvl AllPub Corner Gtl OldTown Artery
## 1819 Lvl AllPub Inside Gtl OldTown Norm
## 1820 Lvl AllPub Inside Gtl OldTown Norm
## 1821 Lvl AllPub Inside Gtl OldTown Norm
## 1822 Lvl AllPub Inside Gtl OldTown Norm
## 1823 Lvl AllPub Corner Gtl IDOTRR Norm
## 1824 Lvl AllPub Inside Gtl BrkSide Norm
## 1825 Lvl AllPub Inside Gtl BrkSide RRAn
## 1826 Lvl AllPub Corner Gtl BrkSide Norm
## 1827 Lvl AllPub Inside Gtl BrkSide Norm
## 1828 Lvl AllPub Inside Gtl BrkSide Norm
## 1829 Lvl AllPub Inside Gtl BrkSide Norm
## 1830 Lvl AllPub Inside Gtl OldTown Norm
## 1831 Lvl AllPub Inside Gtl OldTown Norm
## 1832 Bnk AllPub Inside Gtl OldTown Norm
## 1833 Lvl AllPub Inside Gtl IDOTRR Norm
## 1834 Bnk AllPub Corner Mod OldTown Feedr
## 1835 Bnk AllPub Corner Gtl OldTown Feedr
## 1836 Lvl AllPub Corner Gtl IDOTRR Norm
## 1837 Lvl AllPub Inside Gtl IDOTRR Norm
## 1838 Bnk AllPub Inside Gtl IDOTRR Artery
## 1839 Lvl AllPub Inside Gtl Sawyer Norm
## 1840 Lvl AllPub Inside Gtl Edwards Norm
## 1841 Lvl AllPub Inside Gtl Edwards Norm
## 1842 Lvl AllPub Inside Gtl Edwards Norm
## 1843 Lvl AllPub Inside Gtl Sawyer Norm
## 1844 Lvl AllPub CulDSac Gtl Sawyer Norm
## 1845 Lvl AllPub Inside Gtl Sawyer Norm
## 1846 Lvl AllPub Inside Gtl Sawyer Norm
## 1847 Lvl AllPub Inside Gtl ClearCr Norm
## 1848 Lvl AllPub Corner Gtl Sawyer Norm
## 1849 Lvl AllPub CulDSac Gtl Edwards Norm
## 1850 Lvl AllPub Inside Gtl Edwards Norm
## 1851 Bnk AllPub Inside Gtl Edwards Norm
## 1852 Lvl AllPub Inside Gtl Edwards Norm
## 1853 Lvl AllPub Inside Gtl Edwards Norm
## 1854 Lvl AllPub Inside Gtl SawyerW Feedr
## 1855 Lvl AllPub Inside Gtl SawyerW Norm
## 1856 Lvl AllPub Corner Gtl SawyerW Norm
## 1857 Bnk AllPub FR2 Gtl SawyerW Feedr
## 1858 Lvl AllPub Inside Gtl SawyerW Feedr
## 1859 Bnk AllPub Inside Gtl SawyerW Norm
## 1860 Lvl AllPub Inside Gtl SawyerW Feedr
## 1861 Bnk AllPub Inside Gtl SawyerW Norm
## 1862 Lvl AllPub Inside Gtl SawyerW Norm
## 1863 Lvl AllPub Inside Gtl SawyerW Feedr
## 1864 Lvl AllPub Inside Gtl SawyerW Feedr
## 1865 Lvl AllPub Inside Gtl CollgCr Norm
## 1866 Lvl AllPub Inside Gtl CollgCr Norm
## 1867 Lvl AllPub Inside Gtl CollgCr Norm
## 1868 Lvl AllPub Inside Gtl CollgCr Norm
## 1869 Lvl AllPub Inside Gtl CollgCr Norm
## 1870 Lvl AllPub Corner Gtl CollgCr Norm
## 1871 Lvl AllPub Inside Gtl CollgCr Norm
## 1872 Lvl AllPub Inside Gtl CollgCr Norm
## 1873 HLS AllPub CulDSac Mod ClearCr Norm
## 1874 Low AllPub Inside Mod CollgCr Norm
## 1875 Low AllPub Inside Gtl CollgCr PosN
## 1876 Lvl AllPub Inside Gtl CollgCr Norm
## 1877 Lvl AllPub Inside Gtl CollgCr Norm
## 1878 Lvl AllPub Inside Gtl CollgCr Norm
## 1879 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1880 Lvl AllPub Inside Gtl CollgCr Norm
## 1881 Lvl AllPub Corner Gtl CollgCr Norm
## 1882 Lvl AllPub Inside Gtl CollgCr Norm
## 1883 Lvl AllPub Inside Gtl CollgCr Norm
## 1884 Lvl AllPub Corner Gtl CollgCr Norm
## 1885 Lvl AllPub FR3 Gtl CollgCr Feedr
## 1886 Lvl AllPub Inside Gtl CollgCr Norm
## 1887 Lvl AllPub Inside Gtl CollgCr Norm
## 1888 Lvl AllPub Inside Gtl CollgCr Norm
## 1889 Lvl AllPub Corner Gtl CollgCr Norm
## 1890 Lvl AllPub Inside Gtl Edwards Norm
## 1891 Lvl AllPub Inside Gtl Edwards Norm
## 1892 HLS AllPub Inside Mod Edwards Norm
## 1893 Lvl AllPub Inside Gtl Edwards Norm
## 1894 Lvl AllPub Inside Gtl Edwards Norm
## 1895 Lvl AllPub Inside Gtl Edwards Norm
## 1896 Lvl AllPub Inside Gtl Edwards Norm
## 1897 Lvl AllPub Corner Gtl SWISU Norm
## 1898 Bnk AllPub Inside Gtl SWISU Feedr
## 1899 Lvl AllPub Inside Gtl Crawfor Norm
## 1900 Lvl AllPub Inside Gtl Crawfor Norm
## 1901 HLS AllPub Inside Mod Crawfor Norm
## 1902 HLS AllPub Inside Gtl Crawfor Norm
## 1903 HLS AllPub Corner Gtl Crawfor Norm
## 1904 Lvl AllPub Inside Gtl Crawfor Feedr
## 1905 Lvl AllPub Inside Gtl Crawfor Norm
## 1906 Bnk AllPub Inside Gtl Crawfor Norm
## 1907 Bnk AllPub Corner Mod Crawfor PosA
## 1908 Lvl AllPub Inside Gtl Blueste Norm
## 1909 Lvl AllPub Inside Gtl Blueste Norm
## 1910 Lvl AllPub Inside Gtl Blueste Norm
## 1911 Lvl AllPub Inside Gtl Crawfor Norm
## 1912 Bnk AllPub Inside Gtl Crawfor Norm
## 1913 Bnk AllPub Inside Gtl IDOTRR Norm
## 1914 Lvl AllPub Inside Gtl IDOTRR Norm
## 1915 HLS AllPub Inside Mod Crawfor Norm
## 1917 Lvl AllPub Inside Gtl Mitchel Norm
## 1918 Lvl AllPub Inside Gtl Mitchel Norm
## 1919 Bnk AllPub Inside Gtl Mitchel Norm
## 1920 Lvl AllPub Inside Gtl Mitchel Norm
## 1921 HLS AllPub Corner Gtl Timber Norm
## 1922 HLS AllPub Corner Gtl Timber Norm
## 1923 Lvl AllPub CulDSac Gtl Timber Norm
## 1924 Lvl AllPub Corner Gtl Timber Norm
## 1925 Lvl AllPub Corner Gtl Timber Norm
## 1926 HLS AllPub Inside Gtl Timber Norm
## 1927 Lvl AllPub Inside Gtl Mitchel Norm
## 1928 Lvl AllPub Inside Mod Mitchel Norm
## 1929 Lvl AllPub Inside Gtl Mitchel Norm
## 1930 Lvl AllPub Inside Gtl Mitchel Norm
## 1931 Lvl AllPub Inside Gtl Mitchel Norm
## 1932 Lvl AllPub Inside Gtl Mitchel Norm
## 1933 Lvl AllPub Inside Mod Mitchel Norm
## 1934 Lvl AllPub Inside Gtl Gilbert Norm
## 1935 Lvl AllPub Inside Gtl Gilbert Norm
## 1936 Lvl AllPub Inside Gtl Gilbert Norm
## 1937 Lvl AllPub Corner Gtl Gilbert Norm
## 1938 Lvl AllPub Inside Gtl Gilbert Norm
## 1939 Lvl AllPub Corner Gtl StoneBr Norm
## 1940 HLS AllPub Inside Gtl StoneBr Norm
## 1941 Lvl AllPub Corner Gtl Gilbert Norm
## 1942 Lvl AllPub FR3 Gtl Gilbert Norm
## 1943 HLS AllPub Inside Mod StoneBr Norm
## 1944 HLS AllPub Corner Gtl StoneBr Norm
## 1945 HLS AllPub CulDSac Gtl StoneBr Norm
## 1947 HLS AllPub Inside Gtl StoneBr PosN
## 1948 Lvl AllPub Inside Gtl Gilbert Norm
## 1949 Lvl AllPub Inside Gtl NWAmes Norm
## 1950 Lvl AllPub Inside Gtl NWAmes Norm
## 1951 Lvl AllPub CulDSac Gtl NWAmes Norm
## 1952 Lvl AllPub Inside Gtl NWAmes Norm
## 1953 Lvl AllPub Corner Gtl NWAmes Norm
## 1954 Lvl AllPub Inside Gtl NWAmes Norm
## 1955 Lvl AllPub Inside Gtl NWAmes Norm
## 1956 Lvl AllPub Corner Gtl NWAmes Norm
## 1957 Lvl AllPub Inside Gtl NWAmes Norm
## 1958 Lvl AllPub FR3 Gtl NWAmes Norm
## 1959 Lvl AllPub FR2 Gtl NAmes Norm
## 1960 Lvl AllPub FR2 Gtl NAmes Norm
## 1961 Lvl AllPub Inside Gtl NAmes Norm
## 1962 Lvl AllPub Inside Gtl BrDale Norm
## 1963 Lvl AllPub Inside Gtl BrDale Norm
## 1964 Lvl AllPub Inside Gtl BrDale Norm
## 1965 Lvl AllPub FR2 Gtl NPkVill Norm
## 1966 Lvl AllPub Inside Gtl NPkVill Norm
## 1967 Lvl AllPub Inside Gtl NridgHt Norm
## 1968 Lvl AllPub Inside Gtl NridgHt Norm
## 1969 Lvl AllPub Inside Gtl NridgHt Norm
## 1970 Lvl AllPub Inside Gtl NridgHt Norm
## 1971 Lvl AllPub Inside Gtl NridgHt PosN
## 1972 Lvl AllPub Inside Gtl NridgHt Norm
## 1973 Lvl AllPub Inside Gtl NridgHt Norm
## 1974 Lvl AllPub Inside Gtl NridgHt Norm
## 1975 HLS AllPub Inside Mod NridgHt Norm
## 1976 Lvl AllPub Corner Gtl NridgHt Norm
## 1977 Lvl AllPub Inside Gtl NridgHt Norm
## 1978 Lvl AllPub Corner Gtl NridgHt Norm
## 1979 Lvl AllPub Inside Gtl NridgHt Norm
## 1980 Lvl AllPub Corner Gtl NridgHt Norm
## 1981 Lvl AllPub Inside Gtl NridgHt Norm
## 1982 Lvl AllPub Inside Gtl NridgHt Norm
## 1983 Lvl AllPub Inside Gtl NridgHt Norm
## 1984 Lvl AllPub Inside Gtl NridgHt Norm
## 1985 Lvl AllPub Inside Gtl Blmngtn Norm
## 1986 Lvl AllPub Inside Gtl Blmngtn Norm
## 1987 Lvl AllPub Inside Gtl Blmngtn Norm
## 1988 Lvl AllPub Inside Gtl Gilbert Norm
## 1989 Lvl AllPub Inside Gtl Gilbert Norm
## 1990 Lvl AllPub Inside Gtl Gilbert Norm
## 1991 Lvl AllPub Inside Gtl NridgHt Norm
## 1992 Lvl AllPub Inside Gtl Gilbert Norm
## 1993 Lvl AllPub Inside Gtl Gilbert RRAn
## 1994 Lvl AllPub FR2 Gtl Gilbert RRAn
## 1995 Lvl AllPub Inside Gtl Gilbert Norm
## 1996 Lvl AllPub Inside Gtl NoRidge Norm
## 1997 Lvl AllPub FR2 Gtl NoRidge Norm
## 1998 Lvl AllPub Inside Gtl NoRidge Norm
## 1999 Lvl AllPub CulDSac Gtl NoRidge Norm
## 2000 Lvl AllPub CulDSac Gtl NoRidge Norm
## 2001 Lvl AllPub Inside Gtl NoRidge Norm
## 2002 Lvl AllPub Inside Gtl Somerst RRAn
## 2003 Lvl AllPub Inside Gtl Somerst Norm
## 2004 Lvl AllPub Inside Gtl Somerst Norm
## 2005 Lvl AllPub Corner Gtl Somerst Feedr
## 2006 Lvl AllPub Inside Gtl Somerst Norm
## 2007 Lvl AllPub Inside Gtl Somerst Norm
## 2008 Lvl AllPub Inside Gtl Somerst Norm
## 2009 Lvl AllPub Inside Gtl SawyerW Norm
## 2010 Lvl AllPub FR2 Gtl SawyerW Norm
## 2011 Lvl AllPub Inside Gtl SawyerW RRAe
## 2012 Lvl AllPub Corner Gtl SawyerW Norm
## 2013 Lvl AllPub Inside Gtl SawyerW Norm
## 2014 Lvl AllPub Inside Gtl SawyerW Norm
## 2015 Lvl AllPub CulDSac Gtl SawyerW Norm
## 2016 Lvl AllPub Inside Gtl SawyerW Norm
## 2017 Lvl AllPub Corner Gtl SawyerW Norm
## 2018 Lvl AllPub Inside Gtl Sawyer RRAe
## 2019 Lvl AllPub Inside Gtl Sawyer Feedr
## 2020 Lvl AllPub Inside Gtl Sawyer RRAe
## 2021 Lvl AllPub Inside Gtl Sawyer Norm
## 2022 Lvl AllPub Inside Gtl Veenker Norm
## 2023 Lvl AllPub Corner Gtl Sawyer Feedr
## 2024 Lvl AllPub Inside Gtl NoRidge Norm
## 2025 Lvl AllPub Inside Gtl NoRidge Norm
## 2026 Lvl AllPub Corner Gtl Somerst Norm
## 2027 Lvl AllPub Inside Gtl Somerst Norm
## 2028 Lvl AllPub Inside Gtl Somerst Norm
## 2029 Lvl AllPub Inside Gtl Somerst Norm
## 2030 Lvl AllPub Inside Gtl Somerst Norm
## 2031 Lvl AllPub Inside Gtl Somerst Norm
## 2032 Lvl AllPub Inside Gtl Somerst Norm
## 2033 Lvl AllPub Inside Gtl Somerst Norm
## 2034 Lvl AllPub Inside Gtl Somerst Norm
## 2035 Lvl AllPub Corner Gtl Somerst Norm
## 2036 Lvl AllPub Inside Gtl Somerst Norm
## 2037 Lvl AllPub Inside Gtl Somerst Norm
## 2038 Lvl AllPub Inside Gtl Somerst Norm
## 2039 Lvl AllPub CulDSac Gtl Veenker Norm
## 2040 Lvl AllPub CulDSac Gtl Veenker Norm
## 2041 Lvl AllPub Inside Gtl Veenker Norm
## 2042 Lvl AllPub Inside Gtl Somerst Norm
## 2043 Lvl AllPub Inside Gtl NWAmes Norm
## 2044 Lvl AllPub Inside Gtl NWAmes Norm
## 2045 Lvl AllPub CulDSac Gtl NWAmes Norm
## 2046 Lvl AllPub Inside Gtl NWAmes RRAn
## 2047 Lvl AllPub Inside Gtl NAmes Feedr
## 2048 Lvl AllPub Inside Gtl NAmes Norm
## 2049 Lvl AllPub Inside Gtl NAmes Norm
## 2050 Lvl AllPub Inside Gtl NWAmes Norm
## 2051 Lvl AllPub Inside Gtl NAmes Norm
## 2052 Lvl AllPub Corner Gtl NAmes Norm
## 2053 Lvl AllPub Corner Gtl NAmes Norm
## 2054 Bnk AllPub Inside Mod BrkSide RRAn
## 2055 Lvl AllPub Inside Gtl NAmes Norm
## 2056 Lvl AllPub Inside Gtl NAmes Norm
## 2057 Lvl AllPub Inside Gtl NAmes Artery
## 2058 Lvl AllPub Inside Gtl NAmes Norm
## 2059 Lvl AllPub Inside Gtl NAmes Norm
## 2060 Lvl AllPub Inside Gtl NAmes Norm
## 2061 Lvl AllPub Inside Gtl NAmes Feedr
## 2062 Lvl AllPub Inside Gtl NAmes Norm
## 2063 Lvl AllPub Inside Gtl NAmes Norm
## 2064 Lvl AllPub Corner Gtl NAmes Norm
## 2065 Lvl AllPub Inside Sev NAmes Norm
## 2066 Lvl AllPub Inside Gtl NAmes Norm
## 2067 Lvl AllPub Inside Gtl NAmes Norm
## 2068 Lvl AllPub Inside Gtl NAmes Norm
## 2069 Lvl AllPub Inside Gtl OldTown Norm
## 2070 Lvl AllPub Corner Gtl OldTown Norm
## 2071 Lvl AllPub Corner Gtl OldTown Norm
## 2072 Lvl AllPub Inside Gtl OldTown Norm
## 2073 Lvl AllPub Corner Gtl NAmes Feedr
## 2074 Lvl AllPub Corner Gtl NAmes Norm
## 2075 Lvl AllPub Inside Gtl NAmes Norm
## 2076 Lvl AllPub Inside Gtl NAmes Norm
## 2077 Lvl AllPub Inside Gtl NAmes Norm
## 2078 Lvl AllPub Inside Gtl NAmes Norm
## 2079 Lvl AllPub Inside Gtl NAmes Artery
## 2080 Lvl AllPub Corner Gtl NAmes Feedr
## 2081 Lvl AllPub Inside Gtl NAmes Norm
## 2082 Lvl AllPub Corner Gtl NAmes Artery
## 2083 Lvl AllPub Inside Gtl NAmes Norm
## 2084 Lvl AllPub Inside Gtl NAmes Norm
## 2085 Lvl AllPub Inside Gtl NAmes PosN
## 2086 Bnk AllPub Inside Gtl OldTown Artery
## 2087 Lvl AllPub Inside Gtl OldTown Artery
## 2088 Lvl AllPub Inside Gtl OldTown Norm
## 2089 Lvl AllPub Corner Gtl OldTown Norm
## 2090 Lvl AllPub Inside Gtl OldTown Norm
## 2091 Lvl AllPub Inside Gtl OldTown Norm
## 2092 Lvl AllPub Inside Gtl OldTown Norm
## 2093 Lvl AllPub Corner Gtl OldTown Artery
## 2094 Lvl AllPub Inside Gtl OldTown Norm
## 2095 Lvl AllPub Inside Gtl OldTown Norm
## 2096 Lvl AllPub Inside Gtl OldTown Norm
## 2097 Lvl AllPub Inside Gtl OldTown Norm
## 2098 Lvl AllPub Corner Gtl OldTown Norm
## 2099 Lvl AllPub Corner Gtl OldTown Norm
## 2100 Lvl AllPub Inside Gtl OldTown Norm
## 2101 Lvl AllPub Inside Gtl OldTown Norm
## 2102 Lvl AllPub Corner Gtl OldTown Artery
## 2103 Lvl AllPub Corner Gtl OldTown Norm
## 2104 Lvl AllPub Inside Gtl OldTown Norm
## 2105 Lvl AllPub Corner Gtl OldTown Norm
## 2106 Lvl AllPub Inside Gtl OldTown Norm
## 2107 Lvl AllPub Inside Gtl OldTown Norm
## 2108 Lvl AllPub Inside Gtl OldTown Norm
## 2109 Lvl AllPub Inside Gtl OldTown Norm
## 2110 Bnk AllPub Inside Gtl BrkSide Norm
## 2111 Bnk AllPub Corner Gtl BrkSide RRAn
## 2112 Lvl AllPub Inside Gtl BrkSide Norm
## 2113 Lvl AllPub Inside Gtl BrkSide Feedr
## 2114 Lvl AllPub Corner Gtl BrkSide Feedr
## 2115 Lvl AllPub Inside Gtl BrkSide Norm
## 2116 HLS AllPub Inside Gtl BrkSide Norm
## 2117 Lvl AllPub Inside Gtl BrkSide Norm
## 2118 Lvl AllPub Inside Gtl BrkSide Norm
## 2119 Bnk AllPub Inside Mod BrkSide Norm
## 2120 Lvl AllPub FR2 Gtl BrkSide Feedr
## 2122 Lvl AllPub Inside Gtl BrkSide Norm
## 2123 Lvl AllPub Inside Gtl BrkSide Norm
## 2124 Lvl AllPub Inside Gtl BrkSide Norm
## 2125 Lvl AllPub Inside Gtl OldTown Artery
## 2126 Lvl AllPub Inside Gtl BrkSide Norm
## 2127 Lvl AllPub Inside Gtl OldTown Norm
## 2128 Lvl AllPub Inside Gtl OldTown Norm
## 2129 Lvl AllPub Inside Gtl IDOTRR RRNe
## 2130 Lvl AllPub Inside Gtl IDOTRR Norm
## 2131 Bnk AllPub Inside Gtl IDOTRR Norm
## 2132 Lvl AllPub Inside Gtl IDOTRR Norm
## 2133 Lvl AllPub Corner Gtl IDOTRR Norm
## 2134 Lvl AllPub Inside Gtl IDOTRR Norm
## 2135 Lvl AllPub Inside Gtl IDOTRR RRNe
## 2136 Lvl AllPub Inside Gtl IDOTRR Norm
## 2137 Lvl AllPub Inside Gtl Sawyer Feedr
## 2138 Lvl AllPub Corner Gtl Sawyer Feedr
## 2139 Lvl AllPub Inside Gtl Sawyer Norm
## 2140 Lvl AllPub Inside Gtl Sawyer Norm
## 2141 Lvl AllPub CulDSac Gtl Sawyer Norm
## 2142 Lvl AllPub Corner Gtl Sawyer Norm
## 2143 Lvl AllPub CulDSac Gtl Sawyer Norm
## 2144 Lvl AllPub Inside Gtl Sawyer Feedr
## 2145 Lvl AllPub Inside Gtl Sawyer Feedr
## 2146 Lvl AllPub Inside Gtl Sawyer PosA
## 2147 Lvl AllPub Corner Gtl ClearCr Norm
## 2148 Lvl AllPub Corner Gtl Sawyer Norm
## 2149 Lvl AllPub Inside Gtl Sawyer Norm
## 2150 Lvl AllPub CulDSac Gtl ClearCr Norm
## 2151 Lvl AllPub Inside Gtl Edwards Norm
## 2153 Lvl AllPub Inside Gtl Edwards Norm
## 2154 Lvl AllPub Inside Gtl Edwards Norm
## 2155 Lvl AllPub Corner Gtl Edwards Norm
## 2156 Lvl AllPub Corner Gtl SawyerW Norm
## 2157 Lvl AllPub Inside Gtl SawyerW Norm
## 2158 Lvl AllPub CulDSac Gtl SawyerW Norm
## 2159 Lvl AllPub Corner Gtl SawyerW Norm
## 2160 Lvl AllPub Inside Gtl CollgCr Norm
## 2161 Lvl AllPub Inside Gtl CollgCr Norm
## 2162 Lvl AllPub Inside Gtl CollgCr Norm
## 2163 Lvl AllPub Inside Gtl CollgCr PosN
## 2164 Lvl AllPub Corner Gtl SawyerW Norm
## 2165 Bnk AllPub CulDSac Gtl ClearCr Norm
## 2166 Low AllPub Inside Mod CollgCr Norm
## 2167 Lvl AllPub Inside Gtl CollgCr Norm
## 2168 Lvl AllPub Corner Gtl CollgCr PosN
## 2169 Lvl AllPub Inside Gtl CollgCr Norm
## 2170 Lvl AllPub Inside Gtl CollgCr Norm
## 2171 Lvl AllPub Inside Gtl CollgCr Norm
## 2172 Lvl AllPub Inside Gtl CollgCr Norm
## 2173 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2174 Lvl AllPub Inside Gtl CollgCr Norm
## 2175 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2176 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2177 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2178 Lvl AllPub Inside Gtl CollgCr Norm
## 2179 Lvl AllPub Inside Gtl CollgCr Norm
## 2180 Lvl AllPub Corner Gtl CollgCr Norm
## 2181 Lvl AllPub Inside Gtl CollgCr Norm
## 2182 Lvl AllPub Corner Gtl CollgCr Norm
## 2183 Lvl AllPub Inside Gtl CollgCr Norm
## 2184 Lvl AllPub Inside Gtl Edwards Norm
## 2185 Lvl AllPub Inside Gtl Edwards Norm
## 2186 Lvl AllPub Inside Gtl Edwards Norm
## 2187 Lvl AllPub CulDSac Gtl Edwards Norm
## 2188 Lvl AllPub Inside Gtl Edwards Norm
## 2190 Lvl AllPub Corner Gtl Edwards Norm
## 2191 Lvl AllPub Inside Gtl Edwards Norm
## 2192 Lvl AllPub Inside Gtl Edwards Norm
## 2193 Lvl AllPub Inside Gtl Edwards Norm
## 2194 Lvl AllPub Inside Gtl Edwards Norm
## 2195 Bnk AllPub Inside Mod Edwards Norm
## 2196 Bnk AllPub Inside Mod Edwards Norm
## 2197 Lvl AllPub Inside Gtl Edwards Norm
## 2198 Lvl AllPub Corner Gtl SWISU Norm
## 2199 Lvl AllPub Inside Gtl SWISU Norm
## 2200 Bnk AllPub Inside Gtl Crawfor Norm
## 2201 Lvl AllPub Inside Gtl Crawfor Norm
## 2202 Lvl AllPub Corner Gtl Crawfor Norm
## 2203 HLS AllPub Corner Gtl Crawfor Norm
## 2204 HLS AllPub Inside Mod Crawfor Norm
## 2205 HLS AllPub Inside Gtl Crawfor Feedr
## 2206 Lvl AllPub Corner Gtl Crawfor Feedr
## 2207 HLS AllPub Inside Mod Crawfor Norm
## 2208 Bnk AllPub Inside Gtl Crawfor Norm
## 2209 Lvl AllPub CulDSac Gtl Crawfor Norm
## 2210 Lvl AllPub CulDSac Gtl Blueste Norm
## 2211 Lvl AllPub Inside Gtl IDOTRR Norm
## 2212 Lvl AllPub Inside Gtl IDOTRR Norm
## 2213 Lvl AllPub Inside Gtl IDOTRR Norm
## 2214 Lvl AllPub Inside Gtl IDOTRR Norm
## 2215 Lvl AllPub Inside Gtl IDOTRR Norm
## 2216 Lvl AllPub Inside Gtl IDOTRR Norm
## 2218 Lvl AllPub Corner Gtl IDOTRR Feedr
## 2219 Lvl AllPub Corner Gtl IDOTRR Feedr
## 2220 Bnk AllPub Inside Gtl IDOTRR Norm
## 2221 HLS AllPub Inside Mod Crawfor Norm
## 2222 HLS AllPub Inside Mod Crawfor Norm
## 2223 Lvl AllPub Inside Gtl Mitchel Norm
## 2224 Lvl AllPub Inside Gtl Mitchel Norm
## 2225 Lvl AllPub Inside Gtl Mitchel Norm
## 2226 Lvl AllPub Inside Gtl Mitchel Norm
## 2227 Lvl AllPub Inside Gtl Timber Norm
## 2228 HLS AllPub Inside Gtl Timber Norm
## 2229 HLS AllPub Corner Gtl Timber Norm
## 2230 Lvl AllPub Inside Gtl Timber Norm
## 2231 HLS AllPub Corner Gtl Timber Norm
## 2232 Lvl AllPub Inside Gtl Timber Norm
## 2233 Lvl AllPub Corner Gtl Timber Norm
## 2234 Lvl AllPub Inside Gtl Timber Norm
## 2235 Lvl AllPub Inside Gtl Timber Norm
## 2236 HLS AllPub Inside Gtl Timber Norm
## 2237 Lvl AllPub Inside Gtl Timber Norm
## 2238 Lvl AllPub Corner Gtl Mitchel Norm
## 2239 Lvl AllPub FR2 Gtl Mitchel Feedr
## 2240 Lvl AllPub FR2 Gtl Mitchel Norm
## 2241 Lvl AllPub Corner Gtl Mitchel Norm
## 2242 Lvl AllPub Inside Gtl MeadowV Norm
## 2243 Lvl AllPub Inside Gtl MeadowV Norm
## 2244 Lvl AllPub Inside Gtl MeadowV Norm
## 2245 Lvl AllPub Inside Gtl MeadowV Norm
## 2246 Lvl AllPub Corner Gtl Mitchel Norm
## 2247 Lvl AllPub Inside Gtl MeadowV Norm
## 2248 Lvl AllPub Inside Gtl Mitchel Norm
## 2249 Lvl AllPub Inside Gtl Mitchel Norm
## 2250 Lvl AllPub Corner Gtl Mitchel Norm
## 2252 Lvl AllPub Inside Gtl NAmes Norm
## 2253 HLS AllPub Inside Gtl Gilbert Norm
## 2254 Lvl AllPub CulDSac Gtl Gilbert Norm
## 2255 Lvl AllPub Inside Gtl Gilbert Norm
## 2256 Lvl AllPub Inside Gtl Gilbert Norm
## 2257 Lvl AllPub Inside Gtl Gilbert Norm
## 2258 Lvl AllPub Corner Gtl Gilbert Norm
## 2259 Lvl AllPub CulDSac Gtl Gilbert Norm
## 2260 Lvl AllPub Inside Gtl Gilbert Norm
## 2261 Lvl AllPub Inside Gtl StoneBr Norm
## 2262 HLS AllPub Inside Gtl StoneBr Norm
## 2263 Lvl AllPub Inside Gtl StoneBr Norm
## 2264 Lvl AllPub CulDSac Gtl StoneBr PosN
## 2265 Lvl AllPub FR2 Gtl Gilbert Norm
## 2266 HLS AllPub Inside Gtl StoneBr Norm
## 2267 HLS AllPub Inside Gtl StoneBr Norm
## 2268 HLS AllPub Inside Gtl StoneBr PosA
## 2269 Lvl AllPub Inside Gtl NWAmes Norm
## 2270 Lvl AllPub Inside Gtl NWAmes Norm
## 2271 Lvl AllPub Inside Gtl NWAmes Norm
## 2272 Lvl AllPub Inside Gtl NWAmes PosA
## 2273 Lvl AllPub FR2 Gtl NWAmes Norm
## 2274 Lvl AllPub Inside Gtl NWAmes Norm
## 2275 Lvl AllPub Inside Gtl NWAmes PosN
## 2276 Lvl AllPub CulDSac Gtl NWAmes PosN
## 2277 Lvl AllPub Inside Gtl NWAmes PosN
## 2278 Lvl AllPub Inside Gtl NAmes Norm
## 2279 Lvl AllPub Inside Gtl NAmes Norm
## 2280 Lvl AllPub FR2 Gtl NAmes Norm
## 2281 Lvl AllPub Inside Gtl NAmes Norm
## 2282 Lvl AllPub FR2 Gtl NAmes Norm
## 2283 Lvl AllPub Inside Gtl BrDale Norm
## 2284 Lvl AllPub Inside Gtl BrDale Norm
## 2285 Lvl AllPub Inside Gtl NPkVill Norm
## 2286 Lvl AllPub Inside Gtl NAmes Norm
## 2287 Lvl AllPub FR2 Gtl NridgHt Norm
## 2288 Lvl AllPub Inside Gtl NridgHt Norm
## 2289 Lvl AllPub Corner Gtl NridgHt Norm
## 2290 Lvl AllPub Inside Gtl NridgHt Norm
## 2291 Lvl AllPub Inside Gtl NridgHt Norm
## 2292 Lvl AllPub Inside Gtl NridgHt Norm
## 2293 Lvl AllPub Inside Gtl NridgHt Norm
## 2294 Lvl AllPub CulDSac Gtl NridgHt Norm
## 2295 Lvl AllPub CulDSac Gtl NridgHt Norm
## 2296 Lvl AllPub Corner Gtl NridgHt Norm
## 2297 Lvl AllPub Inside Gtl NridgHt Norm
## 2298 HLS AllPub Corner Mod NridgHt Norm
## 2299 Lvl AllPub Inside Gtl NridgHt Norm
## 2300 Lvl AllPub Inside Gtl NridgHt Norm
## 2301 Lvl AllPub Inside Gtl NridgHt Norm
## 2302 Lvl AllPub Inside Gtl NridgHt Norm
## 2303 Lvl AllPub Inside Gtl NridgHt Norm
## 2304 Lvl AllPub Corner Gtl NridgHt Norm
## 2305 Lvl AllPub Inside Gtl NridgHt Norm
## 2306 Lvl AllPub Inside Gtl NridgHt Norm
## 2307 Lvl AllPub Inside Gtl NridgHt Norm
## 2308 Lvl AllPub Inside Gtl NridgHt Norm
## 2309 Lvl AllPub Inside Gtl NridgHt Norm
## 2310 Lvl AllPub Inside Gtl NridgHt Norm
## 2311 Lvl AllPub Inside Gtl NridgHt Norm
## 2312 Lvl AllPub Inside Gtl Gilbert RRAn
## 2313 Lvl AllPub Inside Gtl Gilbert RRAn
## 2314 Lvl AllPub Inside Gtl Gilbert RRAn
## 2315 Lvl AllPub Inside Gtl Gilbert Norm
## 2316 Lvl AllPub Inside Gtl Gilbert Norm
## 2317 Lvl AllPub Corner Gtl Gilbert Norm
## 2318 Lvl AllPub Inside Gtl Gilbert Norm
## 2319 Lvl AllPub Inside Gtl Gilbert Norm
## 2320 Lvl AllPub Inside Gtl Gilbert Norm
## 2321 Lvl AllPub Inside Gtl Blmngtn Norm
## 2322 Lvl AllPub Inside Gtl Blmngtn Norm
## 2323 Lvl AllPub Inside Gtl Gilbert Norm
## 2324 Lvl AllPub Corner Gtl Gilbert Norm
## 2325 Lvl AllPub Inside Gtl Gilbert Norm
## 2326 Lvl AllPub Corner Gtl Gilbert Norm
## 2327 Lvl AllPub Inside Gtl Gilbert Norm
## 2328 Lvl AllPub Inside Gtl Gilbert Norm
## 2329 Lvl AllPub Inside Gtl Gilbert Norm
## 2330 Lvl AllPub Inside Gtl Gilbert Norm
## 2331 Lvl AllPub Inside Gtl NoRidge Norm
## 2332 Lvl AllPub Inside Gtl NoRidge Norm
## 2333 Lvl AllPub Inside Gtl NoRidge Norm
## 2334 Lvl AllPub Inside Gtl NoRidge Norm
## 2335 Lvl AllPub Inside Gtl NoRidge Norm
## 2336 Lvl AllPub Inside Gtl NoRidge Norm
## 2337 Lvl AllPub Inside Gtl Somerst Feedr
## 2338 Lvl AllPub Inside Gtl Somerst Feedr
## 2339 Lvl AllPub Inside Gtl Somerst Norm
## 2340 Lvl AllPub Inside Gtl Somerst Norm
## 2341 Lvl AllPub FR2 Gtl Somerst Feedr
## 2342 Lvl AllPub Inside Gtl Somerst Norm
## 2343 Lvl AllPub Inside Gtl Somerst Norm
## 2344 Lvl AllPub Inside Gtl Somerst Norm
## 2345 Lvl AllPub Inside Gtl Somerst Norm
## 2346 Lvl AllPub Inside Gtl Somerst Norm
## 2347 Lvl AllPub Inside Gtl Somerst Norm
## 2348 Lvl AllPub Inside Gtl Somerst Norm
## 2349 Lvl AllPub Corner Gtl Somerst Norm
## 2350 Lvl AllPub Inside Gtl Somerst Norm
## 2351 Lvl AllPub Corner Gtl Somerst Norm
## 2352 Lvl AllPub Corner Gtl Somerst Norm
## 2353 Lvl AllPub Inside Gtl Somerst Norm
## 2354 Lvl AllPub Inside Gtl SawyerW Norm
## 2355 Lvl AllPub Inside Gtl SawyerW Norm
## 2356 Lvl AllPub Inside Gtl SawyerW RRAe
## 2357 Lvl AllPub Inside Gtl SawyerW Norm
## 2358 Lvl AllPub Corner Gtl SawyerW Norm
## 2359 Lvl AllPub Inside Gtl SawyerW Norm
## 2360 Lvl AllPub Inside Gtl Sawyer Norm
## 2361 Lvl AllPub Corner Gtl Sawyer Norm
## 2362 Bnk AllPub Inside Gtl Veenker Norm
## 2363 Lvl AllPub CulDSac Gtl Sawyer RRAe
## 2364 Lvl AllPub CulDSac Gtl Sawyer RRAe
## 2365 Lvl AllPub FR2 Gtl Somerst Norm
## 2366 Lvl AllPub Inside Gtl Somerst Norm
## 2367 Lvl AllPub Inside Gtl Somerst Norm
## 2368 Lvl AllPub Inside Gtl Somerst Norm
## 2369 Lvl AllPub Inside Gtl Somerst Norm
## 2370 Lvl AllPub Inside Gtl Somerst Norm
## 2371 Lvl AllPub Inside Gtl Somerst Norm
## 2372 Lvl AllPub Inside Gtl Somerst Norm
## 2373 Lvl AllPub Inside Gtl Somerst Norm
## 2374 Lvl AllPub Inside Gtl Somerst Norm
## 2375 Lvl AllPub FR2 Gtl Veenker Norm
## 2376 Lvl AllPub Inside Gtl Veenker Norm
## 2377 Lvl AllPub Inside Gtl Veenker Norm
## 2378 Lvl AllPub Inside Gtl NWAmes RRAn
## 2379 Lvl AllPub Inside Gtl NWAmes PosA
## 2380 Lvl AllPub Inside Gtl NWAmes PosN
## 2381 Lvl AllPub Corner Gtl NWAmes Norm
## 2382 Lvl AllPub Corner Gtl NWAmes Norm
## 2383 Lvl AllPub Inside Gtl NWAmes Norm
## 2384 Lvl AllPub Inside Gtl NWAmes Norm
## 2385 Lvl AllPub Corner Gtl NWAmes Norm
## 2386 Lvl AllPub Inside Gtl NWAmes Norm
## 2387 Lvl AllPub Inside Gtl NAmes Norm
## 2388 Lvl AllPub Inside Gtl NAmes Norm
## 2389 Lvl AllPub Inside Gtl NAmes Norm
## 2390 Lvl AllPub CulDSac Gtl NAmes Norm
## 2391 Lvl AllPub CulDSac Gtl NAmes Norm
## 2392 Lvl AllPub Inside Gtl NAmes Norm
## 2393 Lvl AllPub Inside Gtl NAmes Norm
## 2394 Lvl AllPub Inside Gtl NAmes Norm
## 2395 Lvl AllPub Inside Gtl NAmes Norm
## 2396 Lvl AllPub Inside Gtl NAmes Norm
## 2397 Lvl AllPub Corner Gtl NAmes Norm
## 2398 Lvl AllPub Inside Gtl NAmes Norm
## 2399 Lvl AllPub Inside Gtl BrkSide Norm
## 2400 Lvl AllPub Inside Gtl BrkSide Feedr
## 2401 Lvl AllPub Inside Gtl BrkSide RRAn
## 2402 Lvl AllPub Inside Gtl NAmes Norm
## 2403 Lvl AllPub Corner Gtl NAmes Norm
## 2404 Lvl AllPub Inside Gtl NAmes Norm
## 2405 Lvl AllPub Inside Gtl NAmes Norm
## 2406 Lvl AllPub Inside Gtl NAmes Norm
## 2407 Lvl AllPub Inside Gtl NAmes Norm
## 2408 Lvl AllPub Corner Gtl NAmes Norm
## 2409 Lvl AllPub Inside Gtl NAmes Norm
## 2410 Lvl AllPub Inside Gtl NAmes Feedr
## 2411 Lvl AllPub Inside Gtl NAmes Norm
## 2412 Lvl AllPub Inside Gtl NAmes Norm
## 2413 Lvl AllPub Inside Gtl NAmes Norm
## 2414 Lvl AllPub Inside Gtl NAmes Norm
## 2415 Lvl AllPub Inside Gtl NAmes Norm
## 2416 Lvl AllPub Inside Gtl NAmes Norm
## 2417 Lvl AllPub Inside Gtl NAmes Norm
## 2418 Lvl AllPub Corner Gtl NAmes Norm
## 2419 Lvl AllPub Inside Gtl NAmes Norm
## 2420 Lvl AllPub Corner Gtl NAmes Norm
## 2421 Lvl AllPub Inside Gtl NAmes Norm
## 2422 Lvl AllPub Inside Gtl OldTown Artery
## 2423 Lvl AllPub Inside Gtl OldTown Artery
## 2424 Lvl AllPub Inside Gtl NAmes Norm
## 2425 Lvl AllPub Inside Gtl NAmes Norm
## 2426 Lvl AllPub Corner Gtl OldTown Norm
## 2427 Lvl AllPub Inside Gtl OldTown Norm
## 2428 Lvl AllPub Inside Gtl NAmes Norm
## 2429 Lvl AllPub Inside Gtl NAmes Norm
## 2430 Lvl AllPub Inside Gtl NAmes Norm
## 2431 Lvl AllPub Inside Gtl NAmes Norm
## 2432 Lvl AllPub Inside Gtl NAmes Norm
## 2433 Lvl AllPub Inside Gtl NAmes Norm
## 2434 Lvl AllPub Inside Gtl NAmes Norm
## 2435 Lvl AllPub Inside Gtl NAmes Norm
## 2436 Lvl AllPub Corner Gtl NAmes Feedr
## 2437 Lvl AllPub Inside Gtl NAmes PosN
## 2438 Lvl AllPub Inside Gtl NAmes Norm
## 2439 Bnk AllPub Inside Gtl OldTown Artery
## 2440 Lvl AllPub Inside Gtl OldTown Norm
## 2441 Lvl AllPub Corner Gtl OldTown Artery
## 2442 Lvl AllPub Inside Gtl OldTown Norm
## 2443 Lvl AllPub Inside Gtl OldTown Norm
## 2444 Lvl AllPub Corner Gtl OldTown Norm
## 2445 Lvl AllPub Inside Gtl OldTown Norm
## 2446 Lvl AllPub Inside Gtl OldTown Artery
## 2447 Lvl AllPub Inside Gtl OldTown Norm
## 2448 Lvl AllPub Inside Gtl OldTown Norm
## 2449 Lvl AllPub Inside Gtl OldTown Norm
## 2450 Lvl AllPub Inside Gtl OldTown Norm
## 2451 Lvl AllPub Inside Gtl OldTown Norm
## 2452 Lvl AllPub Corner Gtl OldTown Norm
## 2453 Lvl AllPub Inside Gtl OldTown Norm
## 2454 Lvl AllPub Inside Gtl OldTown Norm
## 2455 Bnk AllPub Inside Mod BrkSide Norm
## 2456 HLS AllPub Inside Gtl BrkSide RRNn
## 2457 Lvl AllPub Inside Gtl BrkSide Norm
## 2458 Lvl AllPub Inside Gtl BrkSide Norm
## 2459 Lvl AllPub Inside Gtl BrkSide Norm
## 2460 Lvl AllPub Inside Gtl BrkSide Norm
## 2461 Lvl AllPub Inside Gtl BrkSide Norm
## 2462 Lvl AllPub Inside Gtl BrkSide Norm
## 2463 Lvl AllPub Inside Gtl BrkSide Norm
## 2464 Lvl AllPub Inside Gtl OldTown Norm
## 2465 Bnk AllPub Inside Gtl BrkSide Norm
## 2466 Lvl AllPub Inside Gtl BrkSide RRAn
## 2467 Lvl AllPub Corner Gtl OldTown Feedr
## 2468 Lvl AllPub Inside Gtl OldTown Norm
## 2469 Lvl AllPub Inside Gtl OldTown Norm
## 2470 Lvl AllPub Corner Gtl IDOTRR Norm
## 2471 Lvl AllPub Inside Gtl IDOTRR Norm
## 2472 Lvl AllPub Inside Gtl IDOTRR Norm
## 2473 Lvl AllPub Inside Gtl IDOTRR Norm
## 2475 Bnk AllPub Inside Gtl Sawyer Feedr
## 2476 Lvl AllPub Corner Gtl SWISU Norm
## 2477 Lvl AllPub Inside Gtl Sawyer Norm
## 2478 Lvl AllPub Inside Gtl Sawyer Norm
## 2479 Lvl AllPub Inside Gtl Sawyer Feedr
## 2480 Lvl AllPub Inside Gtl Sawyer Norm
## 2481 Lvl AllPub Inside Gtl Sawyer Norm
## 2482 Lvl AllPub FR3 Gtl Sawyer Feedr
## 2483 Lvl AllPub Inside Gtl Sawyer Norm
## 2484 Lvl AllPub Inside Gtl Sawyer Norm
## 2485 Lvl AllPub Corner Gtl Sawyer Feedr
## 2486 Bnk AllPub Inside Mod Sawyer PosA
## 2487 Lvl AllPub Inside Gtl Sawyer Feedr
## 2488 Lvl AllPub Inside Gtl Sawyer Norm
## 2489 Lvl AllPub Inside Gtl Sawyer Norm
## 2491 Lvl AllPub Inside Gtl Sawyer Norm
## 2492 Lvl AllPub Corner Gtl ClearCr Norm
## 2493 Lvl AllPub Corner Gtl Edwards Norm
## 2494 Lvl AllPub Inside Gtl Edwards Norm
## 2495 Lvl AllPub Inside Gtl Edwards Feedr
## 2496 Lvl AllPub Corner Gtl ClearCr Norm
## 2497 Lvl AllPub Inside Gtl Edwards Norm
## 2498 HLS AllPub Inside Gtl SWISU Norm
## 2499 Lvl AllPub CulDSac Gtl Edwards Norm
## 2500 Lvl AllPub Inside Mod Edwards Norm
## 2501 Lvl AllPub Inside Gtl Edwards Norm
## 2502 Lvl AllPub Inside Gtl Edwards Norm
## 2503 Lvl AllPub Inside Gtl Edwards Norm
## 2504 Lvl AllPub Inside Gtl SawyerW Feedr
## 2505 Lvl AllPub Inside Gtl SawyerW Norm
## 2506 Lvl AllPub Inside Gtl CollgCr Norm
## 2507 Lvl AllPub Inside Gtl CollgCr Norm
## 2508 Lvl AllPub Inside Gtl CollgCr Norm
## 2509 Lvl AllPub Inside Gtl CollgCr Norm
## 2510 Lvl AllPub Inside Gtl CollgCr Norm
## 2511 Lvl AllPub Inside Gtl CollgCr Norm
## 2512 Lvl AllPub Inside Gtl CollgCr Norm
## 2513 Lvl AllPub Inside Gtl SawyerW Norm
## 2514 Low AllPub Inside Sev ClearCr Norm
## 2515 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2516 Lvl AllPub Inside Gtl CollgCr Norm
## 2517 Lvl AllPub Inside Gtl CollgCr Norm
## 2518 Low AllPub Inside Mod CollgCr Norm
## 2519 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2520 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2521 Lvl AllPub Inside Gtl CollgCr Norm
## 2522 Lvl AllPub Inside Gtl CollgCr Norm
## 2523 Bnk AllPub Inside Gtl CollgCr Norm
## 2524 Lvl AllPub Inside Gtl CollgCr Norm
## 2525 Lvl AllPub Inside Gtl CollgCr Norm
## 2526 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2527 Lvl AllPub CulDSac Gtl CollgCr Norm
## 2528 Lvl AllPub Corner Gtl CollgCr Norm
## 2529 Lvl AllPub Inside Gtl CollgCr Norm
## 2530 Lvl AllPub Inside Gtl CollgCr Norm
## 2531 Lvl AllPub Inside Gtl CollgCr Norm
## 2532 Lvl AllPub Inside Gtl CollgCr Norm
## 2533 Lvl AllPub Inside Gtl CollgCr Norm
## 2534 Lvl AllPub Inside Gtl CollgCr Norm
## 2535 Lvl AllPub Inside Gtl CollgCr Norm
## 2536 Lvl AllPub Corner Gtl CollgCr Norm
## 2537 Lvl AllPub CulDSac Mod CollgCr Norm
## 2538 Lvl AllPub Inside Gtl CollgCr Norm
## 2539 Lvl AllPub FR2 Gtl CollgCr Norm
## 2540 Lvl AllPub Inside Gtl CollgCr Norm
## 2541 Lvl AllPub Inside Gtl CollgCr Norm
## 2542 Lvl AllPub Inside Gtl CollgCr Norm
## 2543 Low AllPub Inside Gtl Edwards Norm
## 2544 Lvl AllPub Inside Gtl Edwards Norm
## 2545 Lvl AllPub Inside Gtl Edwards Norm
## 2546 Lvl AllPub Inside Gtl Edwards Norm
## 2547 Lvl AllPub Inside Gtl Edwards Norm
## 2548 Lvl AllPub CulDSac Gtl Edwards Norm
## 2549 Lvl AllPub Inside Gtl Edwards Norm
## 2550 Bnk AllPub Inside Gtl Edwards Norm
## 2551 Lvl AllPub Inside Gtl Edwards Norm
## 2552 Lvl AllPub Inside Gtl Edwards Norm
## 2553 Lvl AllPub Corner Gtl Edwards Norm
## 2554 Lvl AllPub Inside Gtl Edwards Norm
## 2555 Bnk AllPub Corner Gtl Edwards Norm
## 2556 Lvl AllPub Inside Gtl Edwards Norm
## 2557 HLS AllPub Inside Gtl Edwards Norm
## 2558 Lvl AllPub Inside Gtl SWISU Norm
## 2559 Lvl AllPub Inside Gtl Crawfor Norm
## 2560 HLS AllPub Inside Gtl Crawfor Norm
## 2561 Lvl AllPub Inside Gtl Crawfor Norm
## 2562 Lvl AllPub Inside Gtl Crawfor Norm
## 2563 Lvl AllPub Inside Gtl Crawfor Norm
## 2564 Lvl AllPub Inside Gtl Crawfor Norm
## 2565 HLS AllPub Inside Gtl Crawfor Norm
## 2566 HLS AllPub Inside Gtl Crawfor Norm
## 2567 Lvl AllPub Inside Gtl Crawfor Norm
## 2568 Lvl AllPub CulDSac Gtl Crawfor Norm
## 2569 Lvl AllPub CulDSac Gtl Crawfor Norm
## 2570 Lvl AllPub Inside Gtl Blueste Norm
## 2571 Lvl AllPub Inside Gtl Crawfor Norm
## 2572 Bnk AllPub Inside Mod Blueste Norm
## 2573 Bnk AllPub Corner Gtl Crawfor Norm
## 2574 HLS AllPub CulDSac Gtl Crawfor Norm
## 2575 Lvl AllPub Corner Gtl IDOTRR Norm
## 2576 Lvl AllPub Inside Gtl IDOTRR Artery
## 2578 Lvl AllPub Inside Gtl IDOTRR Artery
## 2579 Lvl AllPub Corner Gtl IDOTRR Norm
## 2580 Lvl AllPub Inside Gtl IDOTRR Feedr
## 2581 Lvl AllPub Corner Gtl IDOTRR Norm
## 2582 Lvl AllPub Inside Gtl IDOTRR Norm
## 2583 HLS AllPub Inside Mod Crawfor Norm
## 2584 Bnk AllPub CulDSac Gtl Mitchel Norm
## 2585 Lvl AllPub Inside Gtl Mitchel Norm
## 2586 Lvl AllPub CulDSac Gtl Mitchel Norm
## 2587 Lvl AllPub CulDSac Gtl Mitchel Norm
## 2588 Lvl AllPub Inside Gtl Mitchel Norm
## 2589 Lvl AllPub Corner Gtl Mitchel Norm
## 2590 Lvl AllPub Inside Gtl Timber Norm
## 2591 Lvl AllPub Inside Gtl Timber Norm
## 2592 HLS AllPub Inside Gtl Timber Norm
## 2593 HLS AllPub Inside Gtl Timber Norm
## 2594 Lvl AllPub CulDSac Gtl Timber Norm
## 2595 Lvl AllPub Inside Gtl Timber Norm
## 2596 Lvl AllPub Inside Gtl Timber Norm
## 2597 Lvl AllPub Inside Gtl Timber Norm
## 2598 Lvl AllPub Inside Gtl Timber Norm
## 2599 HLS AllPub Inside Gtl Timber PosA
## 2600 Lvl AllPub Inside Gtl Mitchel Artery
## 2601 Lvl AllPub FR3 Gtl Mitchel Norm
## 2602 Lvl AllPub Inside Gtl MeadowV Norm
## 2603 Lvl AllPub Inside Gtl MeadowV Norm
## 2604 Lvl AllPub Inside Gtl MeadowV Norm
## 2605 Lvl AllPub Inside Gtl MeadowV Norm
## 2606 Lvl AllPub Inside Gtl Mitchel Norm
## 2607 Low AllPub Corner Mod Mitchel Norm
## 2608 Lvl AllPub Inside Gtl Mitchel Norm
## 2609 Lvl AllPub Corner Gtl Mitchel Norm
## 2610 Lvl AllPub Inside Gtl Mitchel Norm
## 2611 Lvl AllPub Inside Gtl Mitchel Norm
## 2612 Lvl AllPub Corner Gtl Mitchel Norm
## 2613 Lvl AllPub Inside Gtl Mitchel Norm
## 2614 Lvl AllPub Inside Gtl Mitchel Norm
## 2615 Lvl AllPub Inside Gtl NAmes Norm
## 2616 Lvl AllPub Inside Gtl NAmes Norm
## 2617 Lvl AllPub Corner Gtl NAmes Norm
## 2618 Low AllPub CulDSac Sev NAmes Norm
## 2619 Lvl AllPub Corner Gtl NAmes Norm
## 2620 Lvl AllPub Inside Gtl Gilbert Norm
## 2621 Lvl AllPub Inside Gtl Gilbert Norm
## 2622 Lvl AllPub Inside Gtl Gilbert Norm
## 2623 HLS AllPub CulDSac Gtl Gilbert Norm
## 2624 HLS AllPub CulDSac Gtl Gilbert Norm
## 2625 Lvl AllPub Inside Gtl StoneBr Norm
## 2626 Lvl AllPub Inside Gtl Gilbert Norm
## 2627 Lvl AllPub Inside Gtl StoneBr Norm
## 2628 HLS AllPub CulDSac Gtl StoneBr Norm
## 2629 HLS AllPub CulDSac Gtl StoneBr Norm
## 2630 HLS AllPub CulDSac Gtl StoneBr Norm
## 2631 Lvl AllPub CulDSac Gtl StoneBr Norm
## 2632 HLS AllPub Corner Gtl StoneBr Norm
## 2633 HLS AllPub Inside Gtl StoneBr Norm
## 2634 HLS AllPub Inside Gtl StoneBr Norm
## 2635 Lvl AllPub FR3 Gtl NWAmes Norm
## 2636 Lvl AllPub Inside Gtl NWAmes PosA
## 2637 Lvl AllPub Inside Gtl NWAmes Norm
## 2638 Lvl AllPub Inside Gtl Somerst RRAn
## 2639 Lvl AllPub Inside Gtl NWAmes Norm
## 2640 Lvl AllPub Inside Gtl NWAmes Norm
## 2641 Lvl AllPub Inside Gtl NAmes Norm
## 2642 Lvl AllPub FR2 Gtl NAmes Norm
## 2643 Lvl AllPub Inside Gtl BrDale Norm
## 2644 Lvl AllPub Inside Gtl BrDale Norm
## 2645 Lvl AllPub Inside Gtl BrDale Norm
## 2646 Lvl AllPub Inside Gtl BrDale Norm
## 2647 Lvl AllPub Inside Gtl BrDale Norm
## 2648 Lvl AllPub Inside Gtl NPkVill Norm
## 2649 Lvl AllPub Inside Gtl NAmes Norm
## 2650 Lvl AllPub FR2 Gtl NPkVill Norm
## 2651 Lvl AllPub Inside Gtl NPkVill Norm
## 2652 Lvl AllPub Inside Gtl NridgHt Norm
## 2653 Lvl AllPub Corner Gtl NridgHt Norm
## 2654 Lvl AllPub Corner Gtl NridgHt Norm
## 2655 HLS AllPub Corner Mod NridgHt Norm
## 2656 Lvl AllPub Corner Gtl NridgHt Norm
## 2657 Lvl AllPub Inside Gtl NridgHt Norm
## 2658 Lvl AllPub Corner Gtl NridgHt Norm
## 2659 Lvl AllPub Inside Gtl NridgHt Norm
## 2660 Lvl AllPub Inside Gtl NridgHt Norm
## 2661 Lvl AllPub Inside Gtl NridgHt Norm
## 2662 Lvl AllPub Corner Gtl NridgHt Norm
## 2663 Lvl AllPub Corner Gtl NridgHt Norm
## 2664 Lvl AllPub Inside Gtl NridgHt Norm
## 2665 Lvl AllPub Inside Gtl NridgHt Norm
## 2666 Lvl AllPub Inside Gtl NridgHt Norm
## 2667 Lvl AllPub Inside Gtl Gilbert RRAn
## 2668 Lvl AllPub Inside Gtl Gilbert RRAn
## 2669 Lvl AllPub Inside Gtl Gilbert Norm
## 2670 Lvl AllPub Corner Gtl Gilbert Norm
## 2671 Lvl AllPub Inside Gtl Gilbert Norm
## 2672 Lvl AllPub Inside Gtl Blmngtn Norm
## 2673 Lvl AllPub Inside Gtl Blmngtn Norm
## 2674 Lvl AllPub Inside Gtl Blmngtn Norm
## 2675 Lvl AllPub Inside Gtl Blmngtn Norm
## 2676 Lvl AllPub Inside Gtl Gilbert Norm
## 2677 Lvl AllPub Inside Gtl Gilbert Norm
## 2678 Lvl AllPub FR3 Gtl Gilbert Norm
## 2679 Lvl AllPub Inside Gtl NoRidge Norm
## 2680 Lvl AllPub Corner Gtl NoRidge Norm
## 2681 Lvl AllPub Inside Gtl NoRidge Norm
## 2682 Lvl AllPub Inside Gtl NoRidge Norm
## 2683 Lvl AllPub Inside Gtl NoRidge Norm
## 2684 Lvl AllPub Inside Gtl NoRidge Norm
## 2685 Lvl AllPub Inside Gtl NoRidge Norm
## 2686 Lvl AllPub Inside Gtl Somerst RRAn
## 2687 Lvl AllPub CulDSac Gtl Somerst RRAn
## 2688 Lvl AllPub Corner Gtl Somerst Feedr
## 2689 Lvl AllPub Inside Gtl Somerst Norm
## 2690 Lvl AllPub Corner Gtl Somerst Feedr
## Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1461 Norm 1Fam 1Story 5 6 1961
## 1462 Norm 1Fam 1Story 6 6 1958
## 1463 Norm 1Fam 2Story 5 5 1997
## 1464 Norm 1Fam 2Story 6 6 1998
## 1465 Norm TwnhsE 1Story 8 5 1992
## 1466 Norm 1Fam 2Story 6 5 1993
## 1467 Norm 1Fam 1Story 6 7 1992
## 1468 Norm 1Fam 2Story 6 5 1998
## 1469 Norm 1Fam 1Story 7 5 1990
## 1470 Norm 1Fam 1Story 4 5 1970
## 1471 Norm TwnhsE 1Story 7 5 1999
## 1472 Norm Twnhs 2Story 6 5 1971
## 1473 Norm Twnhs 2Story 5 5 1971
## 1474 Norm Twnhs 2Story 6 6 1975
## 1475 Norm Twnhs 1Story 7 6 1975
## 1476 Norm 1Fam 2Story 9 5 2009
## 1477 Norm 1Fam 1Story 8 5 2009
## 1478 Norm 1Fam 1Story 9 5 2005
## 1479 Norm 1Fam 1Story 8 5 2005
## 1480 Norm 1Fam 1Story 9 5 2003
## 1481 Norm 1Fam 2Story 8 5 2002
## 1482 Norm TwnhsE 1Story 8 5 2006
## 1483 Norm 1Fam 1Story 6 5 2005
## 1484 Norm TwnhsE 1Story 7 5 2006
## 1485 Norm 1Fam SLvl 7 5 2004
## 1486 Norm 1Fam 2Story 7 5 2004
## 1487 Norm 1Fam 2Story 8 5 1998
## 1488 Norm 1Fam 1Story 8 5 2005
## 1489 Norm 1Fam 1Story 7 5 2009
## 1490 Norm 1Fam 1Story 6 5 2005
## 1491 Norm 1Fam 2Story 7 5 2004
## 1492 Norm 1Fam 1Story 5 5 1920
## 1493 Norm 1Fam 1Story 6 6 1974
## 1494 Norm 1Fam 2Story 8 5 1993
## 1495 Norm 1Fam 2Story 8 5 1992
## 1496 Norm TwnhsE 1Story 7 5 2004
## 1497 Norm TwnhsE 2Story 7 5 2004
## 1498 Norm TwnhsE 2Story 7 5 2004
## 1499 Norm Twnhs 2Story 7 5 2004
## 1500 Norm Twnhs 2Story 6 5 2005
## 1501 Norm TwnhsE 2Story 6 5 2000
## 1502 Norm TwnhsE 2Story 7 5 2003
## 1503 Norm 1Fam 1Story 8 5 2010
## 1504 Norm 1Fam 2Story 8 5 2000
## 1505 Norm 1Fam 1Story 7 5 2002
## 1506 Norm 1Fam 1Story 6 6 1967
## 1507 Norm 1Fam 2Story 6 5 1993
## 1508 Norm 1Fam 1.5Fin 6 5 1978
## 1509 Norm 1Fam 2Story 6 6 1971
## 1510 Norm 1Fam 1Story 5 5 1966
## 1511 Norm 1Fam 1Story 5 5 1966
## 1512 Norm 1Fam 1Story 5 6 1967
## 1513 Norm 1Fam SLvl 6 5 1964
## 1514 Norm Duplex 1Story 5 6 1962
## 1515 Norm 1Fam 1.5Fin 5 7 1952
## 1516 Norm 1Fam 1.5Fin 6 6 1949
## 1517 Norm 1Fam SFoyer 6 8 1966
## 1518 Norm Duplex 1Story 5 5 1958
## 1519 Norm 1Fam 1Story 7 5 2003
## 1520 Norm 1Fam 1Story 5 5 1959
## 1521 Norm 1Fam 1Story 5 5 1959
## 1522 Norm 1Fam 1Story 6 5 1959
## 1523 Norm 1Fam 1.5Fin 4 5 1956
## 1524 Norm 1Fam 1Story 5 7 1952
## 1525 Norm 1Fam 1Story 5 6 1955
## 1526 Norm 2fmCon 1Story 5 5 1958
## 1527 Norm 1Fam 1Story 4 7 1920
## 1528 Norm 1Fam 1.5Fin 6 8 1948
## 1529 Norm 1Fam 1Story 5 6 1960
## 1530 Norm 1Fam 1Story 6 7 1963
## 1531 Norm 1Fam 1.5Fin 4 5 1900
## 1532 Norm 1Fam 1Story 5 7 1920
## 1533 Norm 1Fam 1Story 5 7 1957
## 1534 Norm 1Fam 1.5Fin 6 7 1938
## 1535 Norm 1Fam 1.5Fin 5 7 1948
## 1536 Norm 1Fam 1.5Fin 5 6 1920
## 1537 Norm 1Fam 1Story 2 2 1923
## 1538 Norm 1Fam 2Story 8 9 1900
## 1539 Norm 1Fam 2Story 8 9 1890
## 1540 Norm 2fmCon 2Story 5 3 1910
## 1541 Norm 1Fam 2Story 6 7 1922
## 1542 Feedr 1Fam 1.5Fin 5 6 1950
## 1543 Norm 1Fam 2.5Unf 7 7 1922
## 1544 Norm 1Fam 1Story 4 7 1925
## 1545 Norm 1Fam 1.5Fin 6 7 1939
## 1546 Norm 1Fam 1.5Fin 6 6 1940
## 1547 Norm 1Fam 1.5Fin 5 6 1942
## 1548 Norm 1Fam 1.5Fin 6 7 1948
## 1549 Norm 1Fam 1.5Fin 5 7 1936
## 1550 Norm 1Fam 1.5Fin 5 5 1930
## 1551 Norm 1Fam 1Story 6 5 1923
## 1552 Norm 1Fam 1.5Fin 4 5 1915
## 1553 Norm 1Fam 2Story 6 8 1912
## 1554 Norm 1Fam 2Story 6 8 1920
## 1555 Norm 1Fam 1Story 5 5 1959
## 1557 Norm 2fmCon 1.5Fin 5 4 1915
## 1558 Norm 1Fam 1.5Fin 6 5 1940
## 1559 Norm 1Fam 2Story 4 1 1907
## 1560 Norm 2fmCon 1.5Fin 5 7 1910
## 1561 Norm Duplex 1Story 4 3 1967
## 1562 Norm 1Fam 1Story 5 7 1966
## 1563 Norm 1Fam 1Story 5 5 1968
## 1564 Norm Duplex SFoyer 5 5 1978
## 1565 Norm 1Fam 2Story 5 5 1968
## 1566 Norm 1Fam 1Story 7 7 1977
## 1567 Norm 1Fam 1Story 4 4 1927
## 1568 Norm 1Fam 2Story 6 5 1978
## 1569 Norm 1Fam 1.5Fin 3 4 1938
## 1570 Norm 1Fam 1Story 6 7 1950
## 1571 Norm 1Fam 1.5Fin 4 6 1947
## 1572 Norm 1Fam 1Story 5 7 1954
## 1573 Norm 1Fam 1Story 7 5 2009
## 1574 Norm 1Fam 1Story 5 3 1964
## 1575 Norm 1Fam 1Story 7 5 1987
## 1576 Norm 1Fam 2Story 6 7 1993
## 1577 Norm 1Fam 1Story 7 5 2010
## 1578 Norm 1Fam 1.5Fin 6 8 1900
## 1579 Norm 1Fam SFoyer 5 5 1996
## 1580 Norm 1Fam 2Story 7 5 1997
## 1581 Norm 1Fam 1Story 5 8 1977
## 1582 Norm 1Fam 1Story 5 6 1972
## 1583 Norm 1Fam 1Story 8 5 2003
## 1584 Norm 1Fam 2Story 7 5 1997
## 1585 Norm TwnhsE 1Story 6 5 2003
## 1586 Norm 1Fam 1Story 3 6 1945
## 1587 Norm 1Fam 1Story 5 6 1954
## 1588 Norm 1Fam 1Story 5 6 1968
## 1589 Norm 1Fam 1.5Fin 4 5 1948
## 1590 Norm 1Fam SLvl 6 6 1975
## 1591 Norm 1Fam 1Story 4 5 1958
## 1592 Norm 1Fam 1Story 5 6 1924
## 1593 Norm 1Fam 1Story 6 6 1939
## 1594 Norm Duplex 2Story 4 6 1967
## 1595 Norm 1Fam 1.5Fin 5 2 1931
## 1596 Norm 1Fam 1.5Fin 7 6 1941
## 1597 Norm Duplex 2Story 5 6 1950
## 1598 Norm 1Fam SLvl 7 6 1994
## 1599 Norm TwnhsE 1Story 8 6 1989
## 1600 Norm TwnhsE 1Story 8 5 1989
## 1601 Norm 1Fam 1Story 2 5 1941
## 1602 Norm 1Fam 1.5Fin 6 5 1921
## 1603 Norm 1Fam 1Story 4 7 1896
## 1604 Norm TwnhsE 1Story 8 5 2004
## 1605 Norm 1Fam 2Story 8 5 1998
## 1606 Norm 1Fam SLvl 6 7 1977
## 1607 Norm Duplex 1Story 6 5 1976
## 1608 Norm 1Fam 1Story 7 5 2008
## 1609 Norm 1Fam 1Story 7 5 2009
## 1610 Norm 1Fam 2Story 5 5 2006
## 1611 Norm 1Fam 1Story 5 5 1965
## 1612 Norm 1Fam 1Story 5 5 2004
## 1613 Norm 1Fam 1Story 5 5 1999
## 1614 Norm Twnhs 1Story 5 6 1973
## 1615 Norm Twnhs 2Story 4 7 1970
## 1616 Norm TwnhsE 2Story 4 4 1970
## 1617 Norm TwnhsE 2Story 4 6 1972
## 1618 Norm 1Fam 1Story 5 7 1971
## 1619 Norm 1Fam 1Story 5 7 1984
## 1620 Norm Duplex 2Story 5 2 1985
## 1621 Norm 1Fam 2Story 5 5 1991
## 1622 Norm 1Fam 1.5Fin 5 5 1969
## 1623 Norm 1Fam 1Story 8 5 1994
## 1624 Norm 1Fam 2Story 6 5 1993
## 1625 Norm 1Fam 1Story 6 5 1956
## 1626 Norm 1Fam 1Story 6 5 1974
## 1627 Norm 1Fam 2Story 6 5 1997
## 1628 Norm 1Fam 2Story 8 5 2003
## 1629 Norm 1Fam SLvl 7 5 1996
## 1630 Norm TwnhsE 1Story 8 5 2004
## 1631 Norm 1Fam 1Story 8 5 1998
## 1632 Norm TwnhsE 1Story 8 5 1995
## 1633 Norm 1Fam SLvl 7 5 1998
## 1634 Norm 1Fam 2Story 6 5 1998
## 1635 Norm 1Fam 2Story 6 5 1994
## 1636 Norm 1Fam 1Story 6 5 1993
## 1637 Norm 1Fam 2Story 5 6 1977
## 1638 Norm 1Fam 2Story 7 6 1978
## 1639 Norm 1Fam 1Story 6 6 1978
## 1640 Norm 1Fam 2Story 7 7 1980
## 1641 Norm 1Fam 1Story 6 5 1978
## 1642 Norm 1Fam 2Story 7 5 2003
## 1643 Norm 1Fam 2Story 8 5 2000
## 1644 Norm 1Fam 2Story 8 5 2002
## 1645 Norm 1Fam 1Story 5 7 1975
## 1646 Norm 1Fam 1Story 6 6 1974
## 1647 Norm 1Fam 1Story 7 5 1975
## 1648 Norm 1Fam 1Story 5 5 1970
## 1649 Norm 1Fam 1Story 5 7 1971
## 1650 Norm 1Fam 1Story 4 6 1970
## 1651 Norm 1Fam 1Story 4 7 1971
## 1652 Norm Twnhs 2Story 6 5 1973
## 1653 Norm Twnhs 2Story 6 6 1972
## 1654 Norm TwnhsE 2Story 6 5 1976
## 1655 Norm Twnhs 1Story 7 5 1975
## 1656 Norm Twnhs 2Story 6 5 1977
## 1657 Norm TwnhsE 2Story 6 5 1978
## 1658 Norm TwnhsE 2Story 6 5 1978
## 1659 Norm TwnhsE 1Story 7 6 1976
## 1660 Norm 1Fam 1Story 5 7 1966
## 1661 Norm 1Fam 2Story 9 5 2007
## 1662 Norm 1Fam 2Story 9 5 2009
## 1663 Norm 1Fam 1Story 9 5 2008
## 1664 PosA 1Fam 1Story 10 5 2007
## 1665 Norm 1Fam 1Story 9 5 2008
## 1666 Norm 1Fam 1Story 8 5 2004
## 1667 Norm 1Fam 2Story 8 5 2007
## 1668 Norm 1Fam 1Story 9 5 2008
## 1669 Norm 1Fam 1Story 9 5 2006
## 1670 Norm 1Fam 1Story 9 5 2008
## 1671 Norm 1Fam 1Story 7 5 2003
## 1672 Norm 1Fam 1Story 9 5 2003
## 1673 Norm 1Fam 2Story 8 5 2003
## 1674 Norm 1Fam 1Story 8 5 2006
## 1675 Norm TwnhsE 1Story 6 5 2005
## 1676 Norm Twnhs 1Story 6 5 2005
## 1677 Norm TwnhsE 1Story 7 5 2007
## 1678 Norm 1Fam 1Story 10 5 2004
## 1679 Norm 1Fam 1Story 8 5 2003
## 1680 Norm TwnhsE 1Story 9 5 2008
## 1681 Norm TwnhsE 1Story 9 5 2008
## 1682 Norm 1Fam 1Story 8 5 2002
## 1683 Norm TwnhsE 1Story 7 5 2003
## 1684 Norm 1Fam 2Story 7 5 2005
## 1685 Norm 1Fam 2Story 6 5 2005
## 1686 Norm TwnhsE 1Story 7 5 2005
## 1687 Norm 1Fam SLvl 7 5 2004
## 1688 Norm 1Fam 2Story 7 5 2004
## 1689 Norm 1Fam 2Story 7 5 2004
## 1690 Norm 1Fam 2Story 7 5 2003
## 1691 Norm 1Fam 2Story 7 5 2003
## 1692 Norm 1Fam 2Story 8 5 2002
## 1693 Norm 1Fam SLvl 7 5 2004
## 1694 Norm 1Fam 2Story 6 5 2000
## 1695 Norm 1Fam SLvl 7 5 1999
## 1696 Norm 1Fam 2Story 7 5 1999
## 1697 Norm 1Fam SLvl 7 6 1999
## 1698 Norm 1Fam 2Story 8 5 2000
## 1699 Norm 1Fam 1Story 8 5 1994
## 1700 Norm 1Fam 2Story 7 5 1995
## 1701 Norm 1Fam 2Story 8 5 1993
## 1702 Norm 1Fam 1Story 8 5 2008
## 1703 Norm 1Fam 1Story 8 5 2008
## 1704 Norm 1Fam 1Story 8 5 2007
## 1705 Norm 1Fam 1Story 8 5 2006
## 1706 PosN 1Fam 1Story 9 5 2005
## 1707 Norm 1Fam 1Story 7 5 2008
## 1708 Norm 1Fam 1Story 7 5 2008
## 1709 Norm 1Fam 1Story 9 5 2007
## 1710 Norm 1Fam 1Story 8 5 2006
## 1711 Norm 1Fam 2Story 8 5 2006
## 1712 Norm 1Fam 1Story 8 5 2008
## 1713 Norm 1Fam 1Story 7 5 2006
## 1714 Norm 1Fam 1Story 7 5 2003
## 1715 Norm 1Fam 2Story 7 5 2003
## 1716 Norm 1Fam 1Story 7 6 2007
## 1717 Norm 1Fam 1Story 7 5 2006
## 1718 Norm 1Fam 1Story 6 5 2004
## 1719 Norm 1Fam 2Story 7 5 2004
## 1720 Norm 1Fam 1Story 8 5 2004
## 1721 Norm 1Fam 1Story 7 5 2004
## 1722 Norm 1Fam 1Story 5 5 2004
## 1723 Norm 1Fam 1Story 5 5 2003
## 1724 Norm 1Fam 1Story 7 5 2008
## 1725 Norm 1Fam 2Story 7 5 1996
## 1726 Norm 1Fam 2Story 6 6 1992
## 1727 Norm TwnhsE 1Story 6 5 1990
## 1728 Norm 1Fam 2Story 7 5 1994
## 1729 Norm 1Fam 2Story 6 7 1986
## 1730 Norm Duplex 2Story 6 7 1981
## 1731 Norm 1Fam 1Story 5 5 1962
## 1732 Norm 1Fam 1Story 5 6 1961
## 1733 Norm 1Fam 1Story 5 5 1961
## 1734 Norm 1Fam 1Story 5 5 1965
## 1735 Norm 1Fam 1Story 5 8 1963
## 1736 Norm 1Fam 1Story 5 6 1962
## 1737 Norm 1Fam 1Story 8 8 1980
## 1738 Norm 1Fam 2Story 7 8 1991
## 1739 Norm Twnhs 2Story 7 5 2004
## 1740 Norm TwnhsE 1Story 6 5 2008
## 1741 Norm TwnhsE 1Story 6 5 2008
## 1742 Norm TwnhsE 2Story 6 5 2000
## 1743 Norm TwnhsE 2Story 7 5 1999
## 1744 Norm 1Fam 1Story 8 9 1977
## 1745 Norm 1Fam 1Story 7 5 1981
## 1746 Norm 1Fam SLvl 8 5 1976
## 1747 Norm 1Fam 2Story 7 6 1974
## 1748 Norm 1Fam 2Story 6 7 1967
## 1749 Norm 1Fam 1Story 5 5 1969
## 1750 Norm 1Fam 1Story 6 5 1969
## 1751 Norm 1Fam 2Story 7 7 1977
## 1752 Norm 1Fam 1Story 5 6 1967
## 1753 Norm 1Fam 1Story 5 5 1967
## 1754 Norm 1Fam 2Story 7 5 1974
## 1755 Norm 1Fam SFoyer 6 5 1971
## 1756 Norm 1Fam 1Story 4 7 1960
## 1757 Norm 1Fam 1Story 5 7 1959
## 1758 Norm 1Fam 1Story 4 5 1957
## 1759 Norm 1Fam 1Story 5 6 1956
## 1760 Norm 1Fam 1Story 5 6 1961
## 1761 Norm 1Fam 1Story 5 5 1964
## 1762 Norm 1Fam 2Story 5 6 1965
## 1763 Norm 1Fam SLvl 6 6 1961
## 1764 Norm 1Fam 1Story 5 5 1955
## 1765 Norm 1Fam 1Story 6 5 1967
## 1766 Norm 1Fam 1Story 6 6 1961
## 1767 Norm 1Fam 1Story 6 8 1966
## 1768 Norm 1Fam 1Story 5 7 1956
## 1769 Norm 1Fam 1Story 7 6 1960
## 1770 Norm 1Fam 1Story 6 8 1959
## 1771 Norm 1Fam 1Story 5 5 1956
## 1772 Norm 1Fam 1Story 5 5 1955
## 1773 Norm 1Fam 1Story 4 5 1956
## 1774 Norm Duplex 1Story 5 4 1958
## 1775 Norm 1Fam 1Story 6 7 1954
## 1776 Norm 1Fam 1Story 5 5 1951
## 1777 Norm 1Fam 1Story 5 6 1945
## 1778 Norm 1Fam 1Story 5 8 1952
## 1779 Norm 1Fam 1Story 5 5 1953
## 1780 Norm 1Fam 2Story 7 7 1948
## 1781 Norm 1Fam 1Story 5 6 1950
## 1782 Norm 1Fam 1Story 3 5 1958
## 1783 Norm 1Fam 2Story 5 7 1939
## 1784 Norm 1Fam 2Story 4 8 1900
## 1785 Norm 1Fam 1Story 5 7 1925
## 1786 Norm 1Fam 1.5Fin 4 5 1915
## 1787 Norm 1Fam 2Story 7 9 1910
## 1788 Norm 1Fam 1Story 2 5 1940
## 1789 Norm 1Fam 1Story 5 7 1920
## 1790 Norm 1Fam 1Story 3 5 1890
## 1791 Norm Duplex 2Story 6 5 1969
## 1792 Norm 1Fam 1Story 6 7 1963
## 1793 Norm 1Fam 1Story 6 4 1967
## 1794 Norm 1Fam 1Story 6 9 1958
## 1795 Norm 1Fam 1Story 6 6 1957
## 1796 Norm 1Fam 1Story 6 6 1958
## 1797 Norm 1Fam 1.5Fin 6 5 1950
## 1798 Norm 1Fam 1Story 5 6 1958
## 1799 Norm 1Fam 1Story 5 7 1952
## 1800 Norm 1Fam SLvl 5 5 1959
## 1801 Norm 1Fam 1.5Fin 4 7 1949
## 1802 Norm 1Fam 1.5Fin 6 7 1948
## 1803 Norm 1Fam 2Story 6 5 1964
## 1804 Norm Duplex SFoyer 5 7 1978
## 1805 Norm 1Fam 1Story 6 6 1963
## 1806 Norm 1Fam 1.5Fin 6 8 1935
## 1807 Norm Duplex 2Story 6 5 1910
## 1808 Norm 1Fam 1.5Fin 5 8 1910
## 1809 Norm 1Fam 2Story 5 8 1910
## 1810 Norm 1Fam 2Story 5 6 1939
## 1811 Norm 2fmCon 2Story 4 6 1920
## 1812 Norm 1Fam 1.5Fin 5 5 1910
## 1813 Norm 1Fam 1.5Fin 5 7 1950
## 1814 Norm 1Fam 1Story 4 6 1920
## 1815 Norm 1Fam 1Story 2 4 1940
## 1816 Norm 1Fam 1Story 5 8 1923
## 1817 Norm 1Fam 2Story 4 4 1910
## 1818 Norm 1Fam 2Story 6 7 1900
## 1819 Norm 1Fam 2Story 6 7 1917
## 1820 Norm 1Fam 1Story 4 3 1910
## 1821 Norm 1Fam 1.5Fin 6 6 1920
## 1822 Norm 1Fam 2Story 6 7 1910
## 1823 Norm 1Fam 1Story 3 3 1900
## 1824 Norm 1Fam 1Story 6 6 1923
## 1825 Norm 1Fam 1.5Fin 5 7 1930
## 1826 Norm 1Fam 1.5Fin 5 5 1924
## 1827 Norm 1Fam 1Story 5 6 1925
## 1828 Norm 1Fam 1.5Fin 5 6 1938
## 1829 Norm 1Fam 1Story 5 5 1925
## 1830 Norm 1Fam 2Story 6 6 1915
## 1831 Norm 1Fam 2Story 7 8 1915
## 1832 Norm Duplex 2Story 5 1 1922
## 1833 Norm 1Fam 2Story 6 5 1927
## 1834 Norm 1Fam 2Story 6 7 1915
## 1835 Norm 2fmCon 2.5Unf 7 5 1902
## 1836 Norm 1Fam 1.5Fin 6 6 1927
## 1837 Norm 1Fam SFoyer 4 6 1923
## 1838 Norm 2fmCon 2Story 6 7 1915
## 1839 Norm 1Fam 1Story 4 9 1946
## 1840 Norm Duplex 1Story 5 5 1987
## 1841 Norm Duplex SFoyer 5 5 1978
## 1842 Norm 1Fam 1.5Fin 5 3 1934
## 1843 Norm 1Fam 1Story 5 6 1967
## 1844 Norm 1Fam SFoyer 6 5 1978
## 1845 Norm 1Fam SLvl 5 5 1961
## 1846 Norm 1Fam SLvl 6 5 1960
## 1847 Norm 1Fam SLvl 5 5 1956
## 1848 Norm 1Fam 1Story 2 2 1947
## 1849 Norm 1Fam 1Story 4 5 1954
## 1850 Norm 1Fam 1Story 5 5 1956
## 1851 Norm 1Fam 2Story 6 7 1946
## 1852 Norm 1Fam 1Story 5 6 1954
## 1853 Norm TwnhsE 1Story 5 5 1984
## 1854 Norm 1Fam SLvl 7 6 1990
## 1855 Norm 1Fam SLvl 6 5 1983
## 1856 Norm 1Fam 2Story 7 5 1993
## 1857 Norm 1Fam 2Story 5 7 1880
## 1858 Norm Duplex 2Story 5 5 1979
## 1859 Norm Duplex 1Story 5 5 1979
## 1860 Norm Duplex SFoyer 5 5 1979
## 1861 Norm Duplex 1Story 5 5 1979
## 1862 Norm Duplex 2Story 7 5 2000
## 1863 Norm Duplex 2Story 7 5 2000
## 1864 Norm Duplex 2Story 7 5 2000
## 1865 Norm 1Fam 1Story 9 5 2009
## 1866 Norm 1Fam 1Story 9 5 2008
## 1867 Norm 1Fam 1Story 8 5 2008
## 1868 Norm 1Fam 1Story 8 5 2007
## 1869 Norm 1Fam 1Story 7 5 2007
## 1870 Norm 1Fam 1Story 8 5 2008
## 1871 Norm 1Fam 1Story 8 5 2005
## 1872 Norm 1Fam 2Story 6 5 2005
## 1873 Norm 1Fam 2Story 7 5 1992
## 1874 Norm 1Fam 1Story 5 7 1994
## 1875 Norm 1Fam 1Story 7 5 1998
## 1876 Norm 1Fam 2Story 6 5 1998
## 1877 Norm 1Fam 1Story 7 5 2002
## 1878 Norm 1Fam 1Story 7 5 2001
## 1879 Norm 1Fam 1Story 5 5 1978
## 1880 Norm 1Fam 1Story 5 7 1979
## 1881 Norm 1Fam 1Story 7 5 2002
## 1882 Norm 1Fam 2Story 8 5 2003
## 1883 Norm 1Fam 2Story 7 5 2002
## 1884 Norm 1Fam 2Story 7 5 2001
## 1885 Norm 1Fam 1Story 8 5 1999
## 1886 Norm 1Fam 1Story 8 5 2002
## 1887 Norm 1Fam 1Story 7 5 1997
## 1888 Norm 1Fam 1Story 8 5 2007
## 1889 Norm 1Fam 2Story 6 5 2007
## 1890 Norm 1Fam 1Story 4 6 1960
## 1891 Norm TwnhsE SFoyer 6 5 2005
## 1892 Norm 1Fam 1Story 4 5 1959
## 1893 Norm 1Fam 1Story 5 5 1950
## 1894 Norm Duplex 1Story 5 5 1959
## 1895 Norm 1Fam 1Story 5 5 1956
## 1896 Norm 1Fam 1.5Fin 5 6 1941
## 1897 Norm 1Fam 1.5Fin 5 4 1938
## 1898 Norm 1Fam 2Story 6 6 1935
## 1899 Norm 1Fam 1Story 6 8 1916
## 1900 Norm 1Fam 2Story 7 8 1918
## 1901 Norm 1Fam 1.5Fin 5 6 1940
## 1902 Norm 1Fam 1Story 5 4 1960
## 1903 Norm Duplex 2.5Unf 7 6 1940
## 1904 Norm 1Fam 1Story 5 6 1954
## 1905 Norm 1Fam 1Story 6 6 1960
## 1906 Norm 1Fam 1.5Fin 5 7 1949
## 1907 Norm 1Fam 1Story 6 5 1954
## 1908 Norm Twnhs 2Story 6 6 1980
## 1909 Norm TwnhsE 2Story 6 6 1980
## 1910 Norm Twnhs 2Story 6 6 1980
## 1911 Norm 1Fam SLvl 6 6 1986
## 1912 Norm 1Fam 1Story 7 9 1971
## 1913 Norm 1Fam 2Story 5 6 1900
## 1914 Norm 1Fam 1Story 4 6 1925
## 1915 Norm TwnhsE 1Story 8 5 2007
## 1917 Norm 1Fam 2Story 8 5 2000
## 1918 Norm 1Fam SFoyer 6 6 1977
## 1919 Norm 1Fam SFoyer 6 7 1977
## 1920 Norm 1Fam 1Story 5 5 1991
## 1921 Norm 1Fam 1Story 9 5 2008
## 1922 Norm 1Fam 1Story 9 5 2008
## 1923 Norm 1Fam 2Story 6 8 1980
## 1924 Norm 1Fam SLvl 7 5 1987
## 1925 Norm 1Fam 2Story 7 5 2003
## 1926 Norm 1Fam 1Story 9 5 2007
## 1927 Norm 1Fam 1Story 5 7 1968
## 1928 Norm 1Fam 1Story 5 5 1969
## 1929 Norm 1Fam SFoyer 5 8 1972
## 1930 Norm 1Fam SLvl 6 5 1993
## 1931 Norm 1Fam SFoyer 5 6 1992
## 1932 Norm 1Fam 2Story 5 5 1992
## 1933 Norm 1Fam 2Story 5 7 1969
## 1934 Norm 1Fam 2Story 6 5 1997
## 1935 Norm 1Fam 2Story 6 5 1995
## 1936 Norm 1Fam 2Story 6 5 1998
## 1937 Norm 1Fam 2Story 6 5 1996
## 1938 Norm 1Fam 1Story 5 5 1996
## 1939 Norm 1Fam 1Story 8 5 1997
## 1940 Norm TwnhsE 1Story 8 5 1992
## 1941 Norm 1Fam 2Story 6 5 1998
## 1942 Norm 1Fam 2Story 6 5 1991
## 1943 Norm TwnhsE 1Story 8 5 1989
## 1944 Norm 1Fam 2Story 8 5 2005
## 1945 Norm 1Fam 1Story 9 5 2004
## 1947 PosN TwnhsE 1Story 9 5 2007
## 1948 Norm 1Fam 1Story 6 5 1950
## 1949 Norm 1Fam 1Story 7 6 1988
## 1950 Norm 1Fam 1Story 7 7 1983
## 1951 Norm 1Fam 1Story 7 5 1978
## 1952 Norm 1Fam 1Story 7 5 1979
## 1953 Norm 1Fam 1Story 6 5 1976
## 1954 Norm 1Fam 2Story 7 6 1980
## 1955 Norm 1Fam 2Story 5 6 1969
## 1956 Norm 1Fam 2Story 7 7 1978
## 1957 Norm 1Fam 1Story 6 5 1976
## 1958 Norm 1Fam 2Story 8 5 1996
## 1959 Norm Duplex 2Story 5 5 1974
## 1960 Norm 1Fam 1Story 4 6 1969
## 1961 Norm 1Fam 1Story 5 5 1971
## 1962 Norm Twnhs 2Story 6 5 1973
## 1963 Norm Twnhs 2Story 6 6 1972
## 1964 Norm Twnhs 2Story 5 5 1972
## 1965 Norm TwnhsE 2Story 6 6 1975
## 1966 Norm Twnhs 1Story 7 6 1977
## 1967 Norm 1Fam 1Story 8 5 2007
## 1968 Norm 1Fam 1Story 8 5 2007
## 1969 Norm 1Fam 1Story 9 5 2007
## 1970 Norm 1Fam 2Story 9 5 2006
## 1971 Norm 1Fam 2Story 10 5 2005
## 1972 Norm 1Fam 2Story 9 5 2005
## 1973 Norm 1Fam 2Story 8 5 2007
## 1974 Norm 1Fam 2Story 8 5 2004
## 1975 Norm 1Fam 1Story 10 5 2003
## 1976 Norm 1Fam 1Story 8 5 2003
## 1977 Norm 1Fam 2Story 8 5 2001
## 1978 Norm 1Fam 2Story 8 5 2003
## 1979 Norm TwnhsE 1Story 9 5 2008
## 1980 Norm TwnhsE 1Story 7 5 2005
## 1981 Norm TwnhsE 1Story 9 5 2007
## 1982 Norm TwnhsE 1Story 8 5 2006
## 1983 Norm TwnhsE 1Story 8 5 2006
## 1984 Norm Twnhs 2Story 7 5 2003
## 1985 Norm TwnhsE 1Story 7 5 2003
## 1986 Norm TwnhsE 1Story 7 5 2004
## 1987 Norm 1Fam 1Story 7 5 2007
## 1988 Norm 1Fam 2Story 6 5 2004
## 1989 Norm 1Fam 2Story 7 5 2002
## 1990 Norm 1Fam 2Story 7 5 2003
## 1991 Norm TwnhsE 1Story 7 6 2007
## 1992 Norm 1Fam 2Story 7 5 2000
## 1993 Norm 1Fam 2Story 7 5 2002
## 1994 Norm 1Fam 2Story 7 5 1999
## 1995 Norm 1Fam 2Story 7 5 1999
## 1996 Norm 1Fam 2.5Unf 8 5 1997
## 1997 Norm 1Fam 2Story 9 5 2000
## 1998 Norm 1Fam 1Story 8 5 1998
## 1999 Norm 1Fam 2Story 7 5 1996
## 2000 Norm 1Fam 2Story 8 7 1995
## 2001 Norm 1Fam 2Story 7 5 1993
## 2002 Norm 1Fam 1Story 7 5 2006
## 2003 Norm 1Fam 2Story 8 5 2007
## 2004 Norm 1Fam 2Story 8 5 2007
## 2005 Norm 1Fam 1Story 8 5 2006
## 2006 Norm 1Fam 1Story 8 5 2007
## 2007 Norm 1Fam 1Story 8 5 2007
## 2008 Norm 1Fam 1Story 7 5 2007
## 2009 Norm 1Fam 2Story 6 5 2003
## 2010 Norm 1Fam 2Story 7 5 2003
## 2011 Norm 1Fam 1Story 6 5 2005
## 2012 Norm 1Fam 1Story 7 5 2007
## 2013 Norm 1Fam 2Story 6 5 1995
## 2014 Norm 1Fam 2Story 6 5 1993
## 2015 Norm 1Fam 2Story 7 5 1994
## 2016 Norm 1Fam 2Story 6 5 2001
## 2017 Norm 1Fam 2Story 7 5 1992
## 2018 Norm 1Fam 1Story 5 5 1963
## 2019 Norm 1Fam 1Story 5 8 1961
## 2020 Norm 2fmCon 1Story 5 5 1968
## 2021 Norm 1Fam 1Story 5 5 1963
## 2022 Norm 1Fam 1Story 6 5 1974
## 2023 Norm 1Fam 1.5Fin 5 4 1972
## 2024 Norm 1Fam 2Story 6 5 1990
## 2025 Norm 1Fam 1.5Fin 9 5 1993
## 2026 Norm TwnhsE 1Story 7 5 2004
## 2027 Norm TwnhsE 2Story 6 5 2005
## 2028 Norm TwnhsE 2Story 7 5 2007
## 2029 Norm Twnhs 2Story 6 5 1999
## 2030 Norm TwnhsE 1Story 9 5 2000
## 2031 Norm TwnhsE 1Story 9 5 2001
## 2032 Norm TwnhsE 1Story 9 5 2001
## 2033 Norm TwnhsE 1Story 9 5 1999
## 2034 Norm Twnhs SLvl 7 5 1999
## 2035 Norm 1Fam 2Story 7 5 2001
## 2036 Norm Twnhs 2Story 8 5 1999
## 2037 Norm Twnhs 2Story 8 5 1999
## 2038 Norm TwnhsE 2Story 10 5 1998
## 2039 Norm TwnhsE 1Story 8 5 1995
## 2040 Norm 1Fam 2Story 9 3 1977
## 2041 Norm 1Fam 1Story 8 9 1976
## 2042 Norm 1Fam 2Story 7 5 2002
## 2043 Norm 1Fam SLvl 6 6 1969
## 2044 Norm 1Fam 1Story 6 5 1968
## 2045 Norm 1Fam 1Story 7 7 1967
## 2046 Norm Duplex 1Story 5 6 1965
## 2047 Norm 1Fam 2Story 5 6 1968
## 2048 Norm 1Fam 1Story 5 7 1965
## 2049 Norm Duplex 1Story 5 5 1965
## 2050 Norm 1Fam 2Story 7 6 1971
## 2051 Norm 1Fam 1Story 5 5 1956
## 2052 Norm 1Fam 1Story 5 5 1961
## 2053 Norm 1Fam 1Story 5 7 1960
## 2054 Feedr 1Fam 2Story 4 7 1937
## 2055 Norm 1Fam 1Story 5 6 1960
## 2056 Norm 1Fam 1Story 5 8 1950
## 2057 Norm 1Fam 1Story 5 5 1953
## 2058 Norm 1Fam 2Story 6 7 1966
## 2059 Norm 1Fam 1Story 5 4 1957
## 2060 Norm 1Fam 1Story 5 7 1959
## 2061 Norm 1Fam 1Story 6 6 1958
## 2062 Norm 1Fam 1Story 5 5 1956
## 2063 Norm 1Fam 1Story 5 6 1952
## 2064 Norm 1Fam 1Story 5 6 1953
## 2065 Norm 1Fam 1Story 5 5 1953
## 2066 Norm 1Fam 1Story 6 5 1957
## 2067 Norm 1Fam 1Story 5 3 1957
## 2068 Norm Duplex 1Story 5 5 1957
## 2069 Norm 1Fam 1Story 4 6 1948
## 2070 Norm 1Fam 1.5Fin 5 8 1925
## 2071 Norm 1Fam 1Story 4 7 1940
## 2072 Norm 1Fam 1.5Fin 5 5 1922
## 2073 Norm 1Fam 1Story 5 6 1968
## 2074 Norm 1Fam 1Story 7 7 1958
## 2075 Norm 1Fam 1Story 6 6 1960
## 2076 Norm 1Fam 1Story 5 7 1951
## 2077 Norm 1Fam 1Story 5 6 1959
## 2078 Norm 1Fam 1Story 5 5 1962
## 2079 Norm 1Fam 1.5Fin 6 6 1948
## 2080 Norm 1Fam 1.5Unf 6 7 1954
## 2081 Norm 1Fam 1.5Fin 6 5 1954
## 2082 Norm Duplex 1Story 5 5 1961
## 2083 Norm 1Fam 1.5Fin 5 6 1955
## 2084 Norm 1Fam 1Story 5 7 1954
## 2085 Norm 1Fam 1Story 5 5 1963
## 2086 Norm 1Fam 1Story 6 5 2008
## 2087 Norm 1Fam 1.5Fin 5 7 1948
## 2088 Norm 1Fam 2Story 5 5 1910
## 2089 Norm 1Fam 1Story 5 4 1940
## 2090 Norm 1Fam 2.5Unf 6 7 1915
## 2091 Norm 2fmCon 1.5Fin 4 6 1910
## 2092 Norm 1Fam 1.5Fin 4 6 1940
## 2093 Norm 1Fam 1.5Fin 5 5 1920
## 2094 Norm 1Fam 1Story 7 6 1920
## 2095 Norm 2fmCon 1.5Fin 6 6 1940
## 2096 Norm 1Fam 1Story 5 6 1910
## 2097 Norm 1Fam 1.5Fin 5 9 1890
## 2098 Norm 1Fam 1.5Fin 5 6 1946
## 2099 Norm 1Fam 1Story 2 5 1946
## 2100 Norm 1Fam 1Story 3 1 1949
## 2101 Norm 2fmCon 2Story 5 5 1900
## 2102 Norm 1Fam 2Story 7 8 1920
## 2103 Norm 1Fam 1.5Fin 5 7 1900
## 2104 Norm 2fmCon 2Story 5 5 1920
## 2105 Norm 1Fam 2Story 5 9 1905
## 2106 Norm 1Fam 2Story 2 1 1920
## 2107 Norm 1Fam 2Story 7 7 1890
## 2108 Norm 1Fam 1Story 5 6 1959
## 2109 Norm 1Fam 1Story 4 6 1958
## 2110 Norm 1Fam 1Story 5 7 1928
## 2111 Artery 1Fam 1.5Fin 7 7 1945
## 2112 Norm 1Fam 1.5Fin 5 5 1935
## 2113 Norm 1Fam 1.5Fin 5 7 1941
## 2114 Feedr 1Fam 2Story 6 9 1900
## 2115 Norm 1Fam 1.5Fin 6 7 1940
## 2116 Norm 1Fam 1Story 5 7 1924
## 2117 Norm 1Fam 1.5Fin 6 7 1937
## 2118 Norm 1Fam 1.5Fin 6 5 1939
## 2119 Norm 1Fam 1.5Unf 6 7 1926
## 2120 Norm 1Fam 1.5Fin 5 7 1920
## 2122 Norm 1Fam 1.5Fin 4 7 1929
## 2123 Norm 1Fam 1Story 5 6 1945
## 2124 Norm 1Fam 1.5Fin 7 5 1939
## 2125 Norm 1Fam 2Story 5 5 1923
## 2126 Norm 1Fam 1.5Fin 6 4 1915
## 2127 Norm 2fmCon 2.5Unf 6 8 1910
## 2128 Norm 1Fam 1.5Fin 6 8 1910
## 2129 Norm 1Fam 1Story 6 6 1930
## 2130 Norm 1Fam 2Story 6 6 1952
## 2131 Norm 1Fam 1.5Fin 6 6 1938
## 2132 Norm 1Fam 1.5Fin 5 6 1915
## 2133 Norm 1Fam 1Story 6 7 1925
## 2134 Norm 1Fam 1.5Fin 6 6 1925
## 2135 Norm 1Fam 1Story 5 8 1912
## 2136 Norm 2fmCon 2Story 3 3 1915
## 2137 Norm 1Fam 1Story 5 6 1947
## 2138 Norm 1Fam SFoyer 5 6 1963
## 2139 Norm 1Fam SLvl 6 5 1978
## 2140 Norm 1Fam 1Story 5 7 1967
## 2141 Norm 1Fam SFoyer 6 8 1978
## 2142 Norm 1Fam 1Story 5 5 1967
## 2143 Norm 1Fam SFoyer 5 5 1984
## 2144 Norm 2fmCon 1Story 5 4 1920
## 2145 Norm 1Fam 1Story 5 8 1963
## 2146 Norm 1Fam 1Story 6 8 1956
## 2147 Norm 1Fam 1Story 5 3 1960
## 2148 Norm 1Fam 1.5Fin 5 7 1941
## 2149 Norm 1Fam SLvl 5 8 1970
## 2150 Norm 1Fam 1Story 7 6 1979
## 2151 Norm 1Fam 1.5Fin 7 5 1948
## 2153 Norm 1Fam 1Story 5 6 1956
## 2154 Norm Duplex SFoyer 5 5 1975
## 2155 Norm 1Fam 2Story 6 8 1962
## 2156 Norm 1Fam 2Story 6 5 1995
## 2157 Norm 1Fam 1Story 7 5 1994
## 2158 Norm 1Fam 2Story 7 5 1993
## 2159 Norm 1Fam SLvl 7 5 1996
## 2160 Norm 1Fam 2Story 7 5 2007
## 2161 Norm 1Fam 1Story 8 5 2007
## 2162 Norm 1Fam 1Story 9 5 2008
## 2163 Norm 1Fam 1Story 9 5 2008
## 2164 Norm 1Fam SLvl 8 5 1995
## 2165 Norm 1Fam 1Story 6 6 1966
## 2166 Norm 1Fam 1Story 5 7 1994
## 2167 Norm 1Fam 1Story 7 5 1997
## 2168 Norm 1Fam 2Story 6 5 1997
## 2169 Norm 1Fam 2Story 7 5 2000
## 2170 Norm 1Fam 2Story 7 5 2000
## 2171 Norm 1Fam 1Story 5 6 1978
## 2172 Norm 1Fam 1Story 5 6 1975
## 2173 Norm 1Fam 1Story 5 6 1975
## 2174 Norm 1Fam 2Story 7 5 2001
## 2175 Norm 1Fam 2Story 9 5 2001
## 2176 Norm 1Fam 1Story 8 5 2002
## 2177 Norm 1Fam 2Story 7 5 2003
## 2178 Norm 1Fam 2Story 8 5 1999
## 2179 Norm TwnhsE 1Story 6 5 2004
## 2180 Norm Duplex SFoyer 6 5 1997
## 2181 Norm 1Fam 1Story 7 5 2004
## 2182 Norm 1Fam 1Story 7 6 2007
## 2183 Norm 1Fam 1Story 7 5 2007
## 2184 Norm 1Fam 1Story 5 5 1966
## 2185 Norm 1Fam SFoyer 5 5 1976
## 2186 Norm 1Fam 1Story 6 6 1976
## 2187 Norm 1Fam SLvl 6 6 1977
## 2188 Norm 1Fam 2Story 6 7 1976
## 2190 Norm Duplex 1Story 4 5 1955
## 2191 Norm Duplex 1Story 4 5 1955
## 2192 Norm 2fmCon 1Story 4 5 1955
## 2193 Norm 1Fam 1.5Fin 5 7 1938
## 2194 Norm 1Fam 1.5Fin 5 8 1947
## 2195 Norm 1Fam 1Story 4 5 1953
## 2196 Norm 1Fam SLvl 4 6 1954
## 2197 Norm 1Fam 1.5Fin 4 7 1923
## 2198 Norm 1Fam 1Story 7 8 1921
## 2199 Norm Duplex 2.5Unf 6 7 1930
## 2200 Norm 1Fam 2Story 6 6 1926
## 2201 Norm 1Fam 1.5Fin 6 6 1914
## 2202 Norm 1Fam 2Story 8 9 1925
## 2203 Norm 1Fam 2Story 6 3 1923
## 2204 Norm 1Fam 1.5Fin 5 6 1937
## 2205 Norm 1Fam 1.5Fin 5 4 1938
## 2206 Norm 1Fam 1Story 6 5 1951
## 2207 Norm 1Fam 2Story 8 6 1935
## 2208 Norm 1Fam 1.5Fin 7 9 1950
## 2209 Norm 1Fam 1Story 5 5 1956
## 2210 Norm Twnhs 2Story 6 6 1980
## 2211 Norm 1Fam 1Story 6 8 1926
## 2212 Norm 1Fam 1.5Fin 6 8 1940
## 2213 Norm 1Fam 1.5Fin 5 7 1930
## 2214 Norm 1Fam SLvl 5 5 1967
## 2215 Norm 1Fam 1Story 5 7 1930
## 2216 Norm 1Fam 1.5Fin 5 5 1958
## 2218 Norm 1Fam 2Story 4 7 1895
## 2219 Norm 1Fam 1.5Fin 4 7 1910
## 2220 Norm 1Fam 2Story 4 6 1920
## 2221 Norm TwnhsE 1Story 8 5 2007
## 2222 Norm TwnhsE 1Story 7 5 2004
## 2223 Norm 1Fam 1Story 7 5 1996
## 2224 Norm 1Fam 2Story 7 5 1996
## 2225 Norm Duplex 2Story 5 4 1976
## 2226 Norm 1Fam 1Story 4 5 1991
## 2227 Norm TwnhsE 1Story 7 6 1986
## 2228 Norm 1Fam 1Story 8 5 2006
## 2229 Norm 1Fam 2Story 8 5 2007
## 2230 Norm 1Fam SLvl 5 5 2006
## 2231 Norm 1Fam 2Story 7 5 2008
## 2232 Norm 1Fam 1Story 6 5 1989
## 2233 Norm 1Fam 1Story 6 5 1986
## 2234 Norm 1Fam 1Story 8 5 2003
## 2235 Norm 1Fam 1Story 6 5 1999
## 2236 Norm 1Fam 1Story 8 5 2007
## 2237 Norm 1Fam 1Story 8 5 2005
## 2238 Norm Duplex SFoyer 7 5 1997
## 2239 Artery 1Fam 1Story 5 5 2007
## 2240 Norm TwnhsE 1Story 6 5 1997
## 2241 Norm 1Fam SFoyer 4 5 1964
## 2242 Norm TwnhsE 1Story 5 6 1975
## 2243 Norm TwnhsE 2Story 5 7 1976
## 2244 Norm Twnhs SFoyer 4 7 1973
## 2245 Norm Twnhs SLvl 4 6 1973
## 2246 Norm 1Fam 1Story 5 6 1968
## 2247 Norm Twnhs 2Story 6 9 1970
## 2248 Norm 1Fam 1Story 5 7 1983
## 2249 Norm 1Fam 1Story 5 6 1982
## 2250 Norm 1Fam 1Story 5 6 1984
## 2252 Norm 1Fam 1Story 6 6 1971
## 2253 Norm 1Fam SLvl 6 5 1997
## 2254 Norm 1Fam SLvl 6 5 1994
## 2255 Norm 1Fam 2Story 6 5 1999
## 2256 Norm 1Fam 2Story 7 5 1996
## 2257 Norm 1Fam 2Story 6 5 1999
## 2258 Norm 1Fam 1Story 7 5 1992
## 2259 Norm 1Fam 2Story 6 5 1993
## 2260 Norm 1Fam 1Story 6 6 1964
## 2261 Norm TwnhsE 1Story 8 5 1988
## 2262 Norm TwnhsE 1Story 8 5 1990
## 2263 Norm 1Fam 2Story 8 5 2005
## 2264 Norm 1Fam 1Story 9 5 2006
## 2265 Norm 2fmCon 1Story 5 5 1969
## 2266 Norm TwnhsE 1Story 9 5 2006
## 2267 Norm 1Fam 1Story 8 5 2006
## 2268 PosA 1Fam 1Story 10 5 2006
## 2269 Norm 1Fam 1Story 6 5 1984
## 2270 Norm 1Fam 2Story 7 7 1981
## 2271 Norm 1Fam 1Story 7 6 1978
## 2272 Norm 1Fam 2Story 7 5 1979
## 2273 Norm 1Fam 1Story 6 6 1984
## 2274 Norm 1Fam 1Story 6 5 1979
## 2275 Norm 1Fam 1Story 6 5 1971
## 2276 Norm 1Fam SLvl 7 6 1976
## 2277 Norm 1Fam 2Story 6 6 1974
## 2278 Norm 1Fam 1Story 5 6 1970
## 2279 Norm 1Fam 1Story 5 5 1970
## 2280 Norm 1Fam 1Story 4 7 1961
## 2281 Norm TwnhsE 1Story 6 5 2001
## 2282 Norm TwnhsE 1Story 6 5 1997
## 2283 Norm Twnhs 2Story 6 6 1973
## 2284 Norm Twnhs 2Story 6 5 1973
## 2285 Norm Twnhs 1Story 7 7 1978
## 2286 Norm 1Fam 1Story 5 6 1966
## 2287 Norm 1Fam 1Story 9 5 2006
## 2288 Norm 1Fam 1Story 8 5 2006
## 2289 Norm 1Fam 1Story 8 5 2007
## 2290 Norm 1Fam 2Story 9 5 2007
## 2291 Norm 1Fam 2Story 8 5 2006
## 2292 Norm 1Fam 1Story 10 5 2005
## 2293 Norm 1Fam 1Story 9 5 2007
## 2294 Norm 1Fam 2Story 9 5 2005
## 2295 Norm 1Fam 1Story 10 5 2007
## 2296 Norm 1Fam 2Story 8 5 2007
## 2297 Norm 1Fam 2Story 8 5 2007
## 2298 Norm 1Fam 1Story 9 5 2006
## 2299 Norm 1Fam 2Story 8 5 2004
## 2300 Norm 1Fam 2Story 8 5 2003
## 2301 Norm 1Fam 2Story 8 5 2007
## 2302 Norm 1Fam 1Story 7 5 2005
## 2303 Norm 1Fam 1Story 8 5 2005
## 2304 Norm 1Fam 2Story 8 5 2006
## 2305 Norm Twnhs 1Story 6 5 2005
## 2306 Norm Twnhs 1Story 6 5 2005
## 2307 Norm TwnhsE 1Story 6 5 2005
## 2308 Norm Twnhs 1Story 8 5 2006
## 2309 Norm TwnhsE 1Story 9 5 2005
## 2310 Norm TwnhsE 1Story 8 5 2006
## 2311 Norm TwnhsE 1Story 7 5 2003
## 2312 Norm 1Fam 2Story 6 5 2007
## 2313 Norm 1Fam 2Story 6 5 2005
## 2314 Norm 1Fam 2Story 7 5 2006
## 2315 Norm 1Fam 2Story 6 5 2006
## 2316 Norm 1Fam 2Story 6 5 2006
## 2317 Norm 1Fam 1Story 6 5 2005
## 2318 Norm 1Fam 2Story 6 5 2007
## 2319 Norm 1Fam 2Story 7 5 2007
## 2320 Norm 1Fam 1Story 7 6 2007
## 2321 Norm TwnhsE 1Story 8 5 2003
## 2322 Norm 1Fam 1Story 7 5 2007
## 2323 Norm 1Fam SLvl 7 5 2004
## 2324 Norm 1Fam SLvl 7 5 2004
## 2325 Norm 1Fam 1Story 7 5 2006
## 2326 Norm 1Fam SLvl 7 5 2003
## 2327 Norm 1Fam 2Story 7 5 2003
## 2328 Norm 1Fam 2Story 7 5 2002
## 2329 Norm 1Fam 2Story 6 5 2000
## 2330 Norm 1Fam 2Story 6 5 1999
## 2331 Norm 1Fam 2Story 8 5 1997
## 2332 Norm 1Fam 2Story 9 5 1998
## 2333 Norm 1Fam 2Story 8 5 1998
## 2334 Norm 1Fam 2Story 7 5 1998
## 2335 Norm 1Fam 2Story 8 5 1992
## 2336 Norm 1Fam 2Story 8 5 1996
## 2337 Norm 1Fam 1Story 7 6 2007
## 2338 Norm 1Fam 1Story 8 5 2007
## 2339 Norm 1Fam 1Story 8 5 2006
## 2340 Norm 1Fam 1Story 10 5 2007
## 2341 Norm 1Fam 1Story 7 5 2007
## 2342 Norm 1Fam 1Story 8 5 2005
## 2343 Norm 1Fam 1Story 7 5 2005
## 2344 Norm 1Fam 2Story 7 5 2006
## 2345 Norm 1Fam 2Story 8 5 2006
## 2346 Norm 1Fam 1Story 8 5 2007
## 2347 Norm 1Fam 1Story 7 5 2006
## 2348 Norm 1Fam 2Story 8 5 2007
## 2349 Norm 1Fam 2Story 5 5 2007
## 2350 Norm 1Fam 2Story 8 5 2007
## 2351 Norm 1Fam 1Story 8 5 2007
## 2352 Norm 1Fam 1Story 8 5 2006
## 2353 Norm 1Fam 2Story 6 5 2004
## 2354 Norm 1Fam 1Story 6 5 2006
## 2355 Norm 1Fam 1Story 7 5 2006
## 2356 Norm 1Fam 1Story 5 5 2003
## 2357 Norm 1Fam 1Story 7 5 2006
## 2358 Norm 1Fam 2Story 6 5 1993
## 2359 Norm TwnhsE 2Story 6 5 1980
## 2360 Norm 1Fam 1Story 5 5 1977
## 2361 Norm 1Fam 1Story 5 7 1968
## 2362 Norm 1Fam 2Story 7 5 1990
## 2363 Norm 1Fam 1Story 5 5 1974
## 2364 Norm 1Fam 1Story 6 7 1973
## 2365 Norm TwnhsE 1Story 8 5 2004
## 2366 Norm TwnhsE 1Story 8 5 2006
## 2367 Norm TwnhsE 1Story 8 5 2006
## 2368 Norm TwnhsE 1Story 7 5 2006
## 2369 Norm TwnhsE 1Story 8 5 2006
## 2370 Norm Twnhs 2Story 6 5 1999
## 2371 Norm Twnhs 2Story 6 5 2000
## 2372 Norm 1Fam 1Story 7 5 1999
## 2373 Norm 1Fam 2Story 8 5 2003
## 2374 Norm 1Fam 2Story 8 5 1998
## 2375 Norm TwnhsE 1Story 8 5 1994
## 2376 Norm 1Fam 1Story 7 6 1980
## 2377 Norm 1Fam 1Story 8 5 1981
## 2378 Norm 1Fam 1Story 6 6 1968
## 2379 Norm 1Fam 2Story 6 6 1970
## 2380 Norm 1Fam SFoyer 6 6 1969
## 2381 Norm 1Fam 1Story 6 5 1968
## 2382 Norm 1Fam 1Story 7 7 1972
## 2383 Norm 1Fam 1Story 7 6 1993
## 2384 Norm 1Fam 2Story 7 6 1993
## 2385 Norm 1Fam 1Story 6 7 1966
## 2386 Norm 1Fam 1Story 6 5 1963
## 2387 Norm 1Fam 1Story 5 6 1967
## 2388 Norm Duplex 1Story 4 5 1964
## 2389 Norm 1Fam 1Story 5 5 1956
## 2390 Norm 1Fam 1Story 5 5 1961
## 2391 Norm 1Fam 1Story 5 7 1961
## 2392 Norm 1Fam 1Story 5 7 1960
## 2393 Norm 1Fam 1Story 7 6 1966
## 2394 Norm 1Fam SLvl 6 5 1965
## 2395 Norm 1Fam 2Story 6 7 1964
## 2396 Norm 1Fam 1Story 6 5 1964
## 2397 Norm 1Fam 1Story 6 7 1959
## 2398 Norm 1Fam 1.5Unf 5 7 1940
## 2399 Norm 1Fam 1Story 3 3 1946
## 2400 Norm 1Fam 1.5Fin 3 5 1945
## 2401 Feedr 1Fam 1Story 5 8 1958
## 2402 Norm 1Fam 1Story 5 6 1955
## 2403 Norm Duplex 1Story 5 5 1968
## 2404 Norm 1Fam SFoyer 5 6 1966
## 2405 Norm 1Fam SLvl 6 5 1961
## 2406 Norm 1Fam 1Story 6 7 1957
## 2407 Norm 1Fam 1Story 5 6 1956
## 2408 Norm 1Fam 1Story 5 7 1963
## 2409 Norm 1Fam 1Story 5 5 1960
## 2410 Norm 1Fam 1Story 6 6 1957
## 2411 Norm 1Fam 1Story 5 5 1957
## 2412 Norm 1Fam 1Story 5 6 1955
## 2413 Norm 1Fam 1Story 5 5 1955
## 2414 Norm 1Fam 1Story 5 9 1953
## 2415 Norm Duplex 1Story 5 5 1958
## 2416 Norm 1Fam 1Story 6 6 1952
## 2417 Norm 1Fam 1Story 6 7 1953
## 2418 Norm 1Fam 1Story 5 8 1956
## 2419 Norm 1Fam 1.5Fin 4 4 1955
## 2420 Norm 1Fam 1Story 5 5 1955
## 2421 Norm 1Fam 1Story 4 6 1953
## 2422 Norm 1Fam 1Story 5 5 1952
## 2423 Norm 1Fam 1.5Fin 4 7 1890
## 2424 Norm 1Fam 1.5Fin 5 6 1953
## 2425 Norm 1Fam 2Story 5 4 1935
## 2426 Norm 1Fam 1.5Fin 4 7 1925
## 2427 Norm 1Fam 2Story 5 9 1895
## 2428 Norm 1Fam SLvl 7 5 1963
## 2429 Norm 1Fam 1Story 5 7 1961
## 2430 Norm 1Fam 1Story 6 6 1968
## 2431 Norm 1Fam 1Story 5 3 1950
## 2432 Norm 1Fam 1Story 5 7 1959
## 2433 Norm 1Fam 1Story 5 6 1958
## 2434 Norm 1Fam 1Story 5 5 1960
## 2435 Norm 1Fam 1Story 5 5 1960
## 2436 Norm 1Fam 1Story 5 6 1961
## 2437 Norm 1Fam 1Story 5 5 1962
## 2438 Norm 1Fam SFoyer 5 5 1962
## 2439 Norm 1Fam 1Story 5 7 1926
## 2440 Norm 1Fam 1.5Fin 6 6 1927
## 2441 Norm 1Fam 1Story 5 5 1922
## 2442 Norm 1Fam 1Story 5 6 1920
## 2443 Norm 1Fam 1Story 5 8 1940
## 2444 Norm 1Fam 1.5Fin 5 8 1900
## 2445 Norm 1Fam 1.5Fin 4 6 1900
## 2446 Norm 1Fam 2Story 4 8 1900
## 2447 Norm 1Fam 2Story 8 9 1910
## 2448 Norm 1Fam 2Story 6 6 1927
## 2449 Norm 1Fam 2Story 5 7 1910
## 2450 Norm 1Fam 1.5Fin 6 8 1910
## 2451 Norm 1Fam 2Story 5 7 1930
## 2452 Norm 1Fam 2.5Unf 7 8 1879
## 2453 Norm 1Fam 1Story 4 6 1956
## 2454 Norm 1Fam SLvl 4 7 1949
## 2455 Norm 1Fam 1Story 5 7 1925
## 2456 Artery 1Fam 1.5Fin 5 6 1950
## 2457 Norm 1Fam 1.5Fin 5 7 1939
## 2458 Norm 1Fam 2Story 6 6 1939
## 2459 Norm 1Fam 1.5Unf 5 7 1939
## 2460 Norm 1Fam 1.5Fin 6 5 1938
## 2461 Norm 1Fam 1.5Fin 5 8 1939
## 2462 Norm 1Fam 1.5Fin 5 7 1930
## 2463 Norm 1Fam 1.5Fin 5 6 1926
## 2464 Norm 1Fam 2Story 6 8 1918
## 2465 Norm 1Fam 1.5Fin 6 7 1920
## 2466 Norm 1Fam 1.5Fin 5 5 1926
## 2467 Norm 1Fam 2Story 7 6 1929
## 2468 Norm 1Fam 1.5Fin 5 4 1901
## 2469 Norm 1Fam 1.5Fin 5 3 1901
## 2470 Norm 1Fam SLvl 6 6 1963
## 2471 Norm 1Fam 2Story 7 9 1950
## 2472 Norm 1Fam 1.5Fin 6 5 1915
## 2473 Norm 2fmCon 1.5Fin 4 6 1958
## 2475 Norm 1Fam 2Story 7 8 1937
## 2476 Norm 2fmCon 1.5Fin 5 6 1942
## 2477 Norm 2fmCon SFoyer 5 5 1963
## 2478 Norm 1Fam SFoyer 5 5 1964
## 2479 Norm 1Fam 1Story 4 3 1964
## 2480 Norm 1Fam SLvl 5 8 1964
## 2481 Norm 1Fam 1Story 5 4 1966
## 2482 Norm 2fmCon 1Story 5 6 1971
## 2483 Norm 1Fam 1Story 5 5 1968
## 2484 Norm 1Fam 1Story 5 5 1967
## 2485 Norm 1Fam 1Story 5 7 1966
## 2486 Norm 1Fam 1Story 5 5 1956
## 2487 Norm 1Fam 2Story 5 4 1920
## 2488 Norm 1Fam 1.5Fin 7 8 1940
## 2489 Norm 1Fam 1Story 6 5 1954
## 2491 Norm 1Fam 1Story 4 7 1945
## 2492 Norm 1Fam 1Story 6 5 1984
## 2493 Norm 1Fam 1Story 5 7 1948
## 2494 Norm 1Fam 1Story 5 5 1953
## 2495 Norm 1Fam 1Story 4 5 1946
## 2496 Norm 1Fam 1Story 6 7 1954
## 2497 Norm 1Fam 1.5Fin 6 6 1954
## 2498 Norm 1Fam 1Story 5 5 1958
## 2499 Norm 1Fam 1Story 4 5 1958
## 2500 Norm TwnhsE 1Story 5 6 1984
## 2501 Norm 1Fam 1Story 5 6 1951
## 2502 Norm 1Fam 1.5Fin 5 6 1951
## 2503 Norm 1Fam 1.5Fin 4 5 1920
## 2504 Norm 1Fam 1.5Fin 6 5 1984
## 2505 Norm 1Fam 2Story 7 5 1994
## 2506 Norm 1Fam 1Story 8 5 2007
## 2507 Norm 1Fam 1Story 8 5 2006
## 2508 Norm 1Fam 1Story 8 5 2007
## 2509 Norm 1Fam 1Story 7 5 2005
## 2510 Norm 1Fam 1Story 8 5 2006
## 2511 Norm 1Fam 1Story 7 5 2005
## 2512 Norm 1Fam 2Story 7 5 2005
## 2513 Norm 1Fam 2Story 7 5 1988
## 2514 Norm 1Fam 1Story 8 6 1976
## 2515 Norm 1Fam 1Story 5 5 1994
## 2516 Norm 1Fam 2Story 6 6 1997
## 2517 Norm 1Fam 1Story 5 7 1994
## 2518 Norm 1Fam 1Story 5 5 1996
## 2519 Norm 1Fam 2Story 7 5 1999
## 2520 Norm 1Fam 2Story 7 5 1998
## 2521 Norm 1Fam 2Story 7 5 2001
## 2522 Norm 1Fam 2Story 7 5 2000
## 2523 Norm 1Fam 1Story 5 5 1974
## 2524 Norm 1Fam SLvl 5 5 1976
## 2525 Norm 1Fam SLvl 5 7 1977
## 2526 Norm 1Fam 1Story 5 5 1977
## 2527 Norm 1Fam 1Story 5 4 1977
## 2528 Norm 1Fam 1Story 5 6 1975
## 2529 Norm 1Fam 1Story 5 5 1972
## 2530 Norm 1Fam 1Story 4 8 1972
## 2531 Norm 1Fam 1Story 7 5 2000
## 2532 Norm 1Fam 2Story 7 5 2003
## 2533 Norm 1Fam 2Story 7 5 2002
## 2534 Norm 1Fam 1Story 8 5 1994
## 2535 Norm 1Fam 2Story 8 5 2001
## 2536 Norm 1Fam 2Story 7 5 1996
## 2537 Norm 1Fam 1Story 8 5 1999
## 2538 Norm 1Fam 2Story 7 5 2007
## 2539 Norm 1Fam 1Story 7 5 2005
## 2540 Norm 1Fam 1Story 6 5 2006
## 2541 Norm 1Fam 2Story 7 5 2006
## 2542 Norm 1Fam 2Story 5 5 2005
## 2543 Norm 1Fam SFoyer 5 5 1967
## 2544 Norm 1Fam 1Story 4 6 1963
## 2545 Norm 1Fam 1.5Fin 5 6 1925
## 2546 Norm 1Fam 1Story 6 6 1960
## 2547 Norm 1Fam SLvl 6 6 1976
## 2548 Norm Duplex 2Story 5 6 1979
## 2549 Norm 1Fam 2Story 5 5 2005
## 2550 Norm 1Fam 1Story 10 5 2008
## 2551 Norm TwnhsE SFoyer 6 5 2005
## 2552 Norm 1Fam 1Story 5 7 1959
## 2553 Norm Duplex 1Story 4 3 1955
## 2554 Norm Duplex 1Story 5 6 1946
## 2555 Norm 1Fam 1.5Fin 6 8 1920
## 2556 Norm 1Fam 1Story 4 5 1955
## 2557 Norm 1Fam 1Story 4 5 1955
## 2558 Norm Duplex 2Story 5 6 1923
## 2559 Norm 1Fam 1Story 5 5 1926
## 2560 Norm 1Fam 1.5Fin 6 7 1921
## 2561 Norm 1Fam 2Story 7 8 1930
## 2562 Norm 1Fam 2Story 6 7 1921
## 2563 Norm 1Fam 2Story 6 8 1926
## 2564 Norm 1Fam 2.5Unf 7 7 1927
## 2565 Norm 1Fam 1Story 5 5 1951
## 2566 Norm 1Fam 1.5Fin 4 6 1930
## 2567 Norm 2fmCon 1.5Fin 5 5 1941
## 2568 Norm 1Fam 1Story 6 4 1960
## 2569 Norm 1Fam 1Story 6 6 1968
## 2570 Norm Twnhs 2Story 6 6 1980
## 2571 Norm 1Fam 1Story 4 5 1995
## 2572 Norm TwnhsE 1Story 8 5 1988
## 2573 Norm 1Fam 1Story 7 5 1971
## 2574 Norm 1Fam 1Story 8 5 1986
## 2575 Norm 1Fam 1.5Fin 6 7 1940
## 2576 Norm 1Fam 1.5Fin 5 7 1925
## 2578 Norm 1Fam 1Story 5 7 1922
## 2579 Norm 1Fam 1.5Fin 2 4 1939
## 2580 Norm 2fmCon 2Story 5 6 1895
## 2581 Norm 1Fam 1Story 4 6 1957
## 2582 Norm 1Fam 1Story 5 9 1930
## 2583 Norm TwnhsE 1Story 8 5 2006
## 2584 Norm 1Fam SFoyer 6 6 1979
## 2585 Norm 1Fam 1Story 5 5 2002
## 2586 Norm 1Fam 1Story 7 5 2002
## 2587 Norm 1Fam 1Story 7 5 1991
## 2588 Norm 1Fam SLvl 7 6 1975
## 2589 Norm 1Fam SFoyer 6 6 1974
## 2590 Norm TwnhsE 1Story 7 6 1987
## 2591 Norm 1Fam 1Story 6 8 1958
## 2592 Norm 1Fam 1Story 7 5 2006
## 2593 Norm 1Fam 1Story 8 5 2006
## 2594 Norm 1Fam 1Story 7 7 1985
## 2595 Norm 1Fam 1Story 8 5 2001
## 2596 Norm 1Fam 1Story 8 5 2002
## 2597 Norm 1Fam 1Story 6 5 1996
## 2598 Norm 1Fam 2Story 7 5 2003
## 2599 PosA 1Fam 1Story 10 5 2006
## 2600 Norm 1Fam 1Story 3 5 1953
## 2601 Norm TwnhsE SFoyer 6 5 1996
## 2602 Norm Twnhs 2Story 4 4 1972
## 2603 Norm Twnhs SLvl 4 5 1970
## 2604 Norm TwnhsE 2Story 4 6 1970
## 2605 Norm Twnhs 2Story 4 3 1976
## 2606 Norm 1Fam SFoyer 5 5 1977
## 2607 Norm 1Fam SLvl 6 6 1977
## 2608 Norm 1Fam 1Story 5 6 1977
## 2609 Norm 1Fam 2Story 5 7 1977
## 2610 Norm 1Fam SFoyer 5 7 1971
## 2611 Norm 1Fam 1Story 4 3 1961
## 2612 Norm 1Fam 1Story 5 6 1976
## 2613 Norm 1Fam 1Story 5 7 1983
## 2614 Norm 1Fam 1Story 5 6 1984
## 2615 Norm 1Fam 1Story 6 5 1954
## 2616 Norm 1Fam 1Story 6 6 1956
## 2617 Norm 1Fam 1Story 5 5 1957
## 2618 Norm 1Fam 1Story 6 6 1957
## 2619 Norm 1Fam 1Story 7 6 1969
## 2620 Norm 1Fam 2Story 6 5 1997
## 2621 Norm 1Fam 2Story 6 5 1995
## 2622 Norm 1Fam 2Story 6 5 1996
## 2623 Norm 1Fam 2Story 8 5 2005
## 2624 Norm 1Fam 2Story 7 5 2005
## 2625 Norm 1Fam 2Story 8 5 1994
## 2626 Norm 1Fam 1Story 6 6 1993
## 2627 Norm TwnhsE 1Story 8 5 1987
## 2628 Norm 1Fam 2Story 9 5 2005
## 2629 Norm 1Fam 2Story 10 5 2006
## 2630 Norm 1Fam 2Story 9 5 2006
## 2631 Norm 1Fam 2Story 10 5 2006
## 2632 Norm 1Fam 2Story 9 5 2005
## 2633 Norm TwnhsE 1Story 9 5 2005
## 2634 Norm 1Fam 1Story 9 5 2005
## 2635 Norm 1Fam SFoyer 6 6 1980
## 2636 Norm 1Fam 2Story 7 5 1978
## 2637 Norm 1Fam SFoyer 7 5 1976
## 2638 Norm 1Fam 2Story 7 5 2005
## 2639 Norm 1Fam SLvl 6 6 1975
## 2640 Norm 1Fam 1Story 6 6 1974
## 2641 Norm 1Fam 1Story 4 4 1971
## 2642 Norm TwnhsE 1Story 6 5 2002
## 2643 Norm TwnhsE 2Story 6 5 1973
## 2644 Norm TwnhsE 2Story 5 6 1973
## 2645 Norm Twnhs 2Story 6 7 1972
## 2646 Norm Twnhs 2Story 6 5 1972
## 2647 Norm Twnhs 2Story 6 5 1972
## 2648 Norm TwnhsE 1Story 6 5 1975
## 2649 Norm 1Fam 1Story 5 7 1967
## 2650 Norm Twnhs 1Story 7 7 1976
## 2651 Norm Twnhs 2Story 6 5 1976
## 2652 Norm 1Fam 2Story 9 5 2006
## 2653 Norm 1Fam 1Story 8 5 2004
## 2654 Norm 1Fam 1Story 7 5 2006
## 2655 Norm 1Fam 1Story 9 5 2005
## 2656 Norm 1Fam 2Story 9 5 2005
## 2657 Norm 1Fam 2Story 9 5 2005
## 2658 Norm 1Fam 2Story 8 5 2005
## 2659 Norm 1Fam 2Story 8 5 2006
## 2660 Norm 1Fam 2Story 8 5 2005
## 2661 Norm 1Fam 1Story 9 5 2005
## 2662 Norm 1Fam 1Story 9 5 2004
## 2663 Norm 1Fam 2Story 8 5 2004
## 2664 Norm TwnhsE 1Story 9 5 2005
## 2665 Norm TwnhsE 1Story 9 5 2006
## 2666 Norm TwnhsE 1Story 9 5 2006
## 2667 Norm 1Fam 2Story 6 5 2005
## 2668 Norm 1Fam 2Story 7 5 2006
## 2669 Norm 1Fam 1Story 6 5 2006
## 2670 Norm 1Fam 2Story 8 5 2004
## 2671 Norm 1Fam 2Story 7 5 2006
## 2672 Norm TwnhsE 1Story 7 5 2006
## 2673 Norm TwnhsE 1Story 7 5 2002
## 2674 Norm TwnhsE 1Story 7 5 2004
## 2675 Norm TwnhsE 1Story 7 5 2005
## 2676 Norm 1Fam 2Story 7 5 2004
## 2677 Norm 1Fam 2Story 6 5 2000
## 2678 Norm 1Fam 2Story 7 5 2006
## 2679 Norm 1Fam 2Story 8 5 1998
## 2680 Norm 1Fam 2Story 8 5 2000
## 2681 Norm 1Fam 2Story 9 5 2000
## 2682 Norm 1Fam 2Story 8 5 1995
## 2683 Norm 1Fam 2Story 9 5 1993
## 2684 Norm 1Fam 2Story 8 5 1994
## 2685 Norm 1Fam 2Story 8 5 1993
## 2686 Norm 1Fam 2Story 8 5 2005
## 2687 Norm 1Fam 1Story 8 5 2006
## 2688 Norm 1Fam 1Story 8 5 2006
## 2689 Norm 1Fam 1Story 8 5 2006
## 2690 Norm 1Fam 2Story 9 5 2006
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1461 1961 Gable CompShg VinylSd VinylSd None
## 1462 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1463 1998 Gable CompShg VinylSd VinylSd None
## 1464 1998 Gable CompShg VinylSd VinylSd BrkFace
## 1465 1992 Gable CompShg HdBoard HdBoard None
## 1466 1994 Gable CompShg HdBoard HdBoard None
## 1467 2007 Gable CompShg HdBoard HdBoard None
## 1468 1998 Gable CompShg VinylSd VinylSd None
## 1469 1990 Gable CompShg HdBoard HdBoard None
## 1470 1970 Gable CompShg Plywood Plywood None
## 1471 1999 Gable CompShg MetalSd MetalSd None
## 1472 1971 Gable CompShg HdBoard HdBoard BrkFace
## 1473 1971 Gable CompShg HdBoard HdBoard BrkFace
## 1474 1975 Gable CompShg Plywood Brk Cmn None
## 1475 1975 Gable CompShg Plywood Brk Cmn None
## 1476 2010 Gable CompShg VinylSd VinylSd Stone
## 1477 2010 Gable CompShg VinylSd VinylSd Stone
## 1478 2005 Hip CompShg VinylSd VinylSd BrkFace
## 1479 2006 Hip CompShg CemntBd CmentBd BrkFace
## 1480 2004 Hip CompShg VinylSd VinylSd BrkFace
## 1481 2002 Gable CompShg VinylSd VinylSd BrkFace
## 1482 2006 Gable CompShg VinylSd VinylSd Stone
## 1483 2005 Gable CompShg VinylSd VinylSd None
## 1484 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1485 2004 Gable CompShg VinylSd VinylSd None
## 1486 2004 Gable CompShg VinylSd VinylSd None
## 1487 1998 Hip CompShg VinylSd VinylSd BrkFace
## 1488 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1489 2010 Hip CompShg VinylSd VinylSd None
## 1490 2005 Gable CompShg VinylSd VinylSd None
## 1491 2004 Gable CompShg VinylSd VinylSd BrkFace
## 1492 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1493 2002 Hip CompShg Plywood Plywood BrkCmn
## 1494 1993 Gable CompShg HdBoard ImStucc BrkFace
## 1495 1993 Gable CompShg HdBoard HdBoard BrkFace
## 1496 2005 Gable CompShg MetalSd MetalSd None
## 1497 2004 Gable CompShg VinylSd VinylSd None
## 1498 2004 Gable CompShg MetalSd MetalSd BrkFace
## 1499 2005 Gable CompShg MetalSd MetalSd None
## 1500 2005 Gable CompShg VinylSd VinylSd BrkFace
## 1501 2000 Gable CompShg MetalSd MetalSd BrkFace
## 1502 2003 Gable CompShg VinylSd VinylSd None
## 1503 2010 Gable CompShg CemntBd CmentBd None
## 1504 2000 Gable CompShg VinylSd VinylSd None
## 1505 2002 Gable CompShg VinylSd VinylSd None
## 1506 1967 Hip CompShg HdBoard HdBoard BrkFace
## 1507 1993 Gable CompShg MetalSd MetalSd None
## 1508 1978 Gable CompShg MetalSd MetalSd None
## 1509 1971 Gable CompShg MetalSd MetalSd None
## 1510 1966 Hip CompShg VinylSd VinylSd BrkFace
## 1511 1966 Hip CompShg HdBoard HdBoard None
## 1512 1967 Gable CompShg Wd Sdng Plywood BrkFace
## 1513 1964 Gable CompShg HdBoard HdBoard None
## 1514 2001 Hip CompShg HdBoard HdBoard BrkFace
## 1515 2002 Gable CompShg MetalSd MetalSd BrkFace
## 1516 1950 Gable CompShg MetalSd MetalSd Stone
## 1517 2008 Gable CompShg HdBoard HdBoard BrkFace
## 1518 1958 Gable CompShg HdBoard HdBoard None
## 1519 2009 Gable CompShg VinylSd VinylSd BrkFace
## 1520 1959 Hip CompShg MetalSd MetalSd BrkFace
## 1521 1959 Hip CompShg MetalSd MetalSd BrkFace
## 1522 1959 Gable CompShg Wd Sdng Wd Sdng Stone
## 1523 1956 Gable CompShg MetalSd MetalSd None
## 1524 1952 Gable CompShg WdShing Wd Shng None
## 1525 1955 Gable CompShg MetalSd MetalSd None
## 1526 1958 Gable CompShg MetalSd MetalSd None
## 1527 1994 Gable CompShg MetalSd MetalSd None
## 1528 2004 Gable CompShg WdShing Wd Shng None
## 1529 1960 Gable CompShg BrkFace Wd Sdng None
## 1530 1984 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1531 1954 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1532 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1533 1957 Hip CompShg MetalSd MetalSd None
## 1534 2000 Gable CompShg MetalSd MetalSd None
## 1535 2009 Gable CompShg VinylSd VinylSd None
## 1536 1962 Gable CompShg MetalSd MetalSd None
## 1537 1970 Gable CompShg AsbShng AsbShng None
## 1538 2003 Gable CompShg Wd Sdng Wd Sdng None
## 1539 2002 Gable CompShg Wd Sdng Wd Sdng None
## 1540 1950 Gable CompShg MetalSd MetalSd None
## 1541 1994 Gable CompShg Wd Sdng Wd Sdng None
## 1542 1997 Gable CompShg MetalSd MetalSd None
## 1543 2005 Gable CompShg Wd Sdng Wd Sdng None
## 1544 1950 Gable CompShg MetalSd MetalSd None
## 1545 1950 Gable CompShg MetalSd MetalSd None
## 1546 1950 Gable CompShg MetalSd MetalSd None
## 1547 1950 Gable CompShg MetalSd MetalSd Stone
## 1548 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1549 1980 Gable CompShg VinylSd VinylSd None
## 1550 1950 Gable CompShg MetalSd MetalSd None
## 1551 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1552 1950 Gable CompShg MetalSd MetalSd None
## 1553 2009 Gable CompShg Wd Sdng Wd Sdng None
## 1554 1993 Gable CompShg VinylSd VinylSd None
## 1555 1959 Gable CompShg HdBoard HdBoard BrkFace
## 1557 1950 Gable CompShg Wd Sdng Wd Shng None
## 1558 1950 Gable CompShg VinylSd VinylSd None
## 1559 1950 Gambrel CompShg Wd Sdng Stucco None
## 1560 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1561 1967 Gable Tar&Grv Plywood Plywood BrkFace
## 1562 2008 Hip CompShg HdBoard HdBoard BrkFace
## 1563 1968 Hip CompShg HdBoard HdBoard None
## 1564 1978 Gable CompShg Plywood Plywood None
## 1565 1968 Gable CompShg HdBoard HdBoard None
## 1566 2001 Hip CompShg Wd Sdng Wd Sdng None
## 1567 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1568 1992 Gable CompShg VinylSd VinylSd BrkFace
## 1569 1990 Gable CompShg Wd Sdng Wd Sdng None
## 1570 1987 Gable CompShg Wd Sdng Plywood None
## 1571 1979 Gable CompShg WdShing Wd Shng None
## 1572 1998 Gable CompShg WdShing Wd Shng None
## 1573 2010 Gable CompShg VinylSd VinylSd Stone
## 1574 1964 Gable CompShg Wd Sdng Wd Sdng None
## 1575 1987 Gable CompShg Plywood Plywood BrkFace
## 1576 1993 Gable CompShg VinylSd VinylSd BrkFace
## 1577 2010 Gable CompShg VinylSd VinylSd Stone
## 1578 1993 Gable CompShg Wd Sdng Plywood None
## 1579 1996 Gable CompShg VinylSd VinylSd None
## 1580 1998 Gable CompShg VinylSd VinylSd None
## 1581 2004 Gable CompShg CemntBd CmentBd None
## 1582 1972 Gable CompShg Wd Sdng Wd Sdng None
## 1583 2003 Hip CompShg CemntBd CmentBd BrkFace
## 1584 1997 Gable CompShg VinylSd VinylSd None
## 1585 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1586 2007 Gable CompShg VinylSd VinylSd None
## 1587 1954 Gable CompShg VinylSd VinylSd None
## 1588 1968 Gable CompShg MetalSd MetalSd None
## 1589 1950 Gable CompShg VinylSd VinylSd None
## 1590 1975 Gable CompShg Plywood Plywood None
## 1591 1958 Hip CompShg WdShing Wd Shng None
## 1592 1999 Gable CompShg MetalSd VinylSd BrkFace
## 1593 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1594 1967 Flat Tar&Grv Plywood CBlock None
## 1595 1950 Gable CompShg VinylSd VinylSd None
## 1596 1985 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1597 1991 Gable CompShg VinylSd VinylSd BrkFace
## 1598 2007 Gable CompShg VinylSd VinylSd BrkFace
## 1599 1989 Gable CompShg HdBoard HdBoard None
## 1600 1989 Gable CompShg HdBoard HdBoard None
## 1601 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1602 1975 Gable CompShg Wd Sdng Wd Sdng None
## 1603 1950 Hip CompShg Wd Sdng Wd Sdng None
## 1604 2005 Hip CompShg CemntBd CmentBd Stone
## 1605 1999 Gable CompShg VinylSd VinylSd None
## 1606 1977 Gable CompShg Plywood Plywood None
## 1607 1976 Gable CompShg Plywood Plywood None
## 1608 2008 Gable CompShg VinylSd VinylSd Stone
## 1609 2010 Gable CompShg VinylSd VinylSd None
## 1610 2007 Gable CompShg VinylSd VinylSd None
## 1611 1977 Hip CompShg Plywood HdBoard None
## 1612 2005 Gable CompShg VinylSd VinylSd None
## 1613 1999 Gable CompShg VinylSd VinylSd None
## 1614 1973 Gable CompShg CemntBd CmentBd None
## 1615 1970 Gable CompShg CemntBd CmentBd None
## 1616 1970 Gable CompShg CemntBd CmentBd None
## 1617 1972 Gable CompShg CemntBd CmentBd None
## 1618 2004 Gable CompShg VinylSd VinylSd None
## 1619 1984 Gable CompShg VinylSd VinylSd None
## 1620 1986 Gable CompShg HdBoard HdBoard None
## 1621 1991 Gable CompShg HdBoard HdBoard None
## 1622 1969 Gable CompShg HdBoard HdBoard None
## 1623 1995 Hip CompShg VinylSd VinylSd None
## 1624 1994 Gable CompShg VinylSd VinylSd None
## 1625 1956 Gable CompShg MetalSd MetalSd None
## 1626 1974 Hip CompShg Plywood Plywood BrkFace
## 1627 1997 Gable CompShg VinylSd VinylSd None
## 1628 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1629 1997 Gable CompShg HdBoard HdBoard BrkFace
## 1630 2005 Gable CompShg CemntBd CmentBd None
## 1631 1998 Gable CompShg CemntBd CmentBd None
## 1632 1996 Gable CompShg CemntBd CmentBd None
## 1633 1998 Gable CompShg VinylSd VinylSd None
## 1634 1999 Gable CompShg VinylSd VinylSd None
## 1635 1995 Gable CompShg HdBoard HdBoard None
## 1636 1993 Gable CompShg HdBoard HdBoard BrkFace
## 1637 1977 Gable CompShg HdBoard Wd Sdng BrkFace
## 1638 1978 Gable CompShg HdBoard HdBoard BrkFace
## 1639 1986 Gable CompShg VinylSd VinylSd BrkFace
## 1640 1991 Gable CompShg Plywood Plywood BrkFace
## 1641 1998 Gable CompShg HdBoard HdBoard BrkFace
## 1642 2003 Gable CompShg CemntBd CmentBd None
## 1643 2001 Gable CompShg VinylSd VinylSd None
## 1644 2002 Gable CompShg VinylSd VinylSd None
## 1645 1975 Gable CompShg HdBoard HdBoard BrkFace
## 1646 1974 Hip CompShg Plywood Plywood BrkFace
## 1647 1975 Gable CompShg Plywood Plywood None
## 1648 1970 Gable CompShg HdBoard HdBoard None
## 1649 1971 Gable CompShg Plywood Plywood BrkFace
## 1650 1970 Gable CompShg VinylSd VinylSd None
## 1651 2006 Gable CompShg VinylSd VinylSd None
## 1652 1973 Gable CompShg HdBoard HdBoard BrkFace
## 1653 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1654 1976 Gable CompShg Plywood Brk Cmn None
## 1655 1975 Gable CompShg Plywood Brk Cmn None
## 1656 1977 Gable CompShg Plywood Brk Cmn None
## 1657 1978 Gable CompShg Plywood Brk Cmn None
## 1658 1978 Gable CompShg Plywood Brk Cmn None
## 1659 1976 Gable CompShg Plywood Brk Cmn None
## 1660 2004 Hip CompShg HdBoard HdBoard BrkFace
## 1661 2007 Hip CompShg VinylSd VinylSd Stone
## 1662 2009 Gable CompShg VinylSd VinylSd None
## 1663 2008 Hip CompShg VinylSd VinylSd Stone
## 1664 2007 Hip CompShg VinylSd VinylSd Stone
## 1665 2008 Gable CompShg VinylSd VinylSd Stone
## 1666 2005 Hip CompShg VinylSd VinylSd BrkFace
## 1667 2007 Gable CompShg VinylSd VinylSd Stone
## 1668 2008 Hip CompShg VinylSd VinylSd Stone
## 1669 2006 Gable CompShg VinylSd VinylSd Stone
## 1670 2008 Hip CompShg VinylSd VinylSd None
## 1671 2004 Hip CompShg VinylSd VinylSd BrkFace
## 1672 2003 Hip CompShg VinylSd VinylSd BrkFace
## 1673 2004 Gable CompShg VinylSd VinylSd Stone
## 1674 2006 Gable CompShg VinylSd VinylSd Stone
## 1675 2005 Gable CompShg VinylSd VinylSd Stone
## 1676 2005 Gable CompShg VinylSd VinylSd Stone
## 1677 2008 Gable CompShg VinylSd VinylSd Stone
## 1678 2005 Hip CompShg CemntBd CmentBd Stone
## 1679 2004 Hip CompShg VinylSd VinylSd BrkFace
## 1680 2009 Hip CompShg MetalSd MetalSd BrkFace
## 1681 2008 Hip CompShg VinylSd VinylSd BrkFace
## 1682 2003 Hip CompShg VinylSd VinylSd BrkFace
## 1683 2003 Gable CompShg VinylSd VinylSd Stone
## 1684 2005 Gable CompShg VinylSd VinylSd None
## 1685 2006 Gable CompShg VinylSd VinylSd None
## 1686 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1687 2005 Gable CompShg WdShing Wd Shng None
## 1688 2005 Gable CompShg VinylSd VinylSd BrkFace
## 1689 2004 Gable CompShg VinylSd VinylSd None
## 1690 2003 Gable CompShg VinylSd VinylSd None
## 1691 2003 Gable CompShg VinylSd VinylSd None
## 1692 2002 Gable CompShg VinylSd VinylSd None
## 1693 2004 Gable CompShg VinylSd VinylSd None
## 1694 2000 Gable CompShg VinylSd VinylSd None
## 1695 2000 Gable CompShg VinylSd VinylSd None
## 1696 1999 Gable CompShg VinylSd VinylSd BrkFace
## 1697 1999 Gable CompShg VinylSd VinylSd None
## 1698 2000 Gable CompShg VinylSd VinylSd BrkFace
## 1699 1995 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1700 1996 Gable CompShg VinylSd VinylSd BrkFace
## 1701 1994 Gable CompShg HdBoard HdBoard BrkFace
## 1702 2008 Gable CompShg VinylSd VinylSd Stone
## 1703 2008 Gable CompShg VinylSd VinylSd BrkFace
## 1704 2007 Gable CompShg VinylSd VinylSd Stone
## 1705 2006 Hip CompShg VinylSd VinylSd Stone
## 1706 2006 Hip CompShg VinylSd VinylSd Stone
## 1707 2009 Gable CompShg VinylSd VinylSd None
## 1708 2008 Hip CompShg VinylSd VinylSd None
## 1709 2008 Gable CompShg VinylSd VinylSd Stone
## 1710 2007 Gable CompShg VinylSd VinylSd Stone
## 1711 2006 Hip CompShg VinylSd VinylSd Stone
## 1712 2009 Hip CompShg VinylSd VinylSd BrkFace
## 1713 2007 Gable CompShg VinylSd VinylSd None
## 1714 2004 Gable CompShg VinylSd Wd Shng None
## 1715 2003 Gable CompShg VinylSd VinylSd None
## 1716 2007 Gable CompShg VinylSd VinylSd None
## 1717 2006 Gable CompShg VinylSd VinylSd None
## 1718 2004 Gable CompShg VinylSd VinylSd None
## 1719 2004 Gable CompShg VinylSd VinylSd None
## 1720 2004 Gable Tar&Grv VinylSd VinylSd BrkFace
## 1721 2005 Gable CompShg VinylSd VinylSd None
## 1722 2004 Gable CompShg VinylSd VinylSd None
## 1723 2004 Gable CompShg VinylSd VinylSd None
## 1724 2009 Gable CompShg VinylSd VinylSd BrkFace
## 1725 1997 Gable CompShg VinylSd VinylSd BrkFace
## 1726 1992 Gable CompShg HdBoard HdBoard None
## 1727 1991 Gable CompShg Plywood ImStucc None
## 1728 1994 Gable CompShg VinylSd VinylSd None
## 1729 1986 Gable CompShg VinylSd VinylSd BrkFace
## 1730 1981 Gable CompShg Wd Sdng Wd Shng None
## 1731 1962 Hip CompShg HdBoard Plywood None
## 1732 1961 Gable CompShg MetalSd MetalSd None
## 1733 1961 Gable CompShg Wd Sdng Plywood None
## 1734 1965 Gable CompShg HdBoard Plywood None
## 1735 1995 Gable CompShg Plywood Plywood None
## 1736 1962 Gable CompShg VinylSd VinylSd BrkFace
## 1737 1980 Gable CompShg VinylSd VinylSd BrkFace
## 1738 2008 Gable CompShg VinylSd VinylSd BrkFace
## 1739 2005 Gable CompShg MetalSd MetalSd None
## 1740 2008 Gable CompShg VinylSd VinylSd Stone
## 1741 2008 Gable CompShg VinylSd VinylSd Stone
## 1742 2000 Gable CompShg MetalSd MetalSd BrkFace
## 1743 1999 Hip CompShg MetalSd MetalSd BrkFace
## 1744 2008 Gable CompShg MetalSd MetalSd BrkFace
## 1745 1981 Gable CompShg BrkFace BrkFace None
## 1746 1976 Gable CompShg Plywood Plywood BrkFace
## 1747 1974 Gable CompShg VinylSd VinylSd None
## 1748 1997 Gable CompShg MetalSd MetalSd BrkFace
## 1749 1969 Gable CompShg HdBoard HdBoard BrkFace
## 1750 1969 Gable CompShg HdBoard HdBoard BrkFace
## 1751 1992 Hip CompShg HdBoard HdBoard BrkFace
## 1752 1967 Gable CompShg HdBoard HdBoard None
## 1753 1967 Hip CompShg HdBoard HdBoard None
## 1754 1974 Gable CompShg Plywood Plywood BrkFace
## 1755 1971 Hip CompShg HdBoard HdBoard BrkFace
## 1756 1960 Gable CompShg VinylSd VinylSd None
## 1757 1959 Hip CompShg MetalSd MetalSd None
## 1758 1957 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1759 1956 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1760 1995 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1761 1964 Gable CompShg HdBoard HdBoard Stone
## 1762 1965 Gable CompShg MetalSd MetalSd None
## 1763 1961 Hip CompShg HdBoard HdBoard BrkFace
## 1764 1955 Gable CompShg Wd Sdng Wd Sdng None
## 1765 1967 Gable CompShg BrkComm Brk Cmn None
## 1766 1961 Hip CompShg MetalSd MetalSd BrkFace
## 1767 2008 Gable CompShg MetalSd MetalSd BrkFace
## 1768 1956 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1769 1960 Gable CompShg Plywood Plywood BrkFace
## 1770 1998 Hip CompShg MetalSd MetalSd None
## 1771 1956 Gable CompShg BrkFace BrkFace None
## 1772 1955 Gable CompShg AsbShng AsbShng None
## 1773 1956 Gable CompShg Plywood Plywood None
## 1774 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1775 1954 Hip CompShg MetalSd MetalSd BrkFace
## 1776 1951 Hip CompShg MetalSd MetalSd None
## 1777 1950 Gable CompShg MetalSd MetalSd None
## 1778 2005 Hip CompShg Wd Sdng Wd Sdng None
## 1779 1953 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1780 1999 Gable CompShg WdShing Wd Shng None
## 1781 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1782 1958 Gable CompShg MetalSd MetalSd None
## 1783 2006 Gable CompShg VinylSd VinylSd None
## 1784 2003 Gable CompShg MetalSd MetalSd None
## 1785 1950 Gable CompShg MetalSd MetalSd None
## 1786 1950 Gable CompShg MetalSd MetalSd None
## 1787 2008 Gable CompShg VinylSd VinylSd None
## 1788 1950 Gable CompShg Stucco Stucco None
## 1789 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1790 1998 Gable CompShg VinylSd VinylSd None
## 1791 1969 Gable CompShg MetalSd MetalSd Stone
## 1792 1963 Gable CompShg HdBoard HdBoard BrkFace
## 1793 1967 Gable CompShg HdBoard HdBoard None
## 1794 2007 Hip CompShg Wd Sdng Wd Sdng None
## 1795 1957 Hip CompShg Plywood Plywood Stone
## 1796 1958 Flat Tar&Grv Wd Sdng Wd Sdng BrkFace
## 1797 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1798 1958 Hip CompShg BrkFace BrkFace None
## 1799 1952 Gable CompShg MetalSd MetalSd None
## 1800 1959 Gable CompShg BrkFace Plywood None
## 1801 1996 Gable CompShg MetalSd MetalSd None
## 1802 1994 Gable CompShg MetalSd MetalSd None
## 1803 1964 Gable CompShg HdBoard HdBoard BrkFace
## 1804 1978 Gable CompShg Plywood Plywood BrkFace
## 1805 1963 Hip CompShg HdBoard HdBoard None
## 1806 1998 Gable CompShg Wd Sdng Wd Sdng None
## 1807 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1808 2003 Gable CompShg VinylSd VinylSd None
## 1809 2002 Gable CompShg VinylSd VinylSd None
## 1810 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1811 1950 Gable CompShg AsbShng AsbShng None
## 1812 1950 Gable CompShg MetalSd MetalSd None
## 1813 1970 Gable CompShg Wd Sdng Wd Sdng None
## 1814 1950 Gable CompShg MetalSd MetalSd None
## 1815 1950 Gable CompShg MetalSd MetalSd None
## 1816 1950 Gable CompShg Stucco Stucco None
## 1817 1950 Gable CompShg VinylSd VinylSd None
## 1818 1950 Gable CompShg Stucco BrkFace None
## 1819 2007 Gable CompShg Stucco Stucco None
## 1820 1950 Gable CompShg Stucco Stucco None
## 1821 1950 Gable CompShg MetalSd MetalSd None
## 1822 2002 Gable CompShg MetalSd MetalSd None
## 1823 1950 Mansard CompShg AsbShng AsbShng None
## 1824 1950 Gable CompShg MetalSd MetalSd None
## 1825 1982 Gable CompShg WdShing Wd Shng None
## 1826 1950 Gable CompShg Stucco Stucco BrkFace
## 1827 1999 Gable CompShg MetalSd MetalSd None
## 1828 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1829 1950 Hip CompShg Wd Sdng Wd Sdng None
## 1830 1950 Gable CompShg MetalSd MetalSd None
## 1831 1994 Gable CompShg Wd Sdng Wd Sdng None
## 1832 1950 Hip CompShg MetalSd MetalSd None
## 1833 1950 Gable CompShg Plywood Plywood None
## 1834 2002 Gable CompShg Wd Sdng Wd Sdng None
## 1835 2000 Gable CompShg MetalSd MetalSd Stone
## 1836 1950 Gable CompShg MetalSd MetalSd None
## 1837 1950 Hip CompShg MetalSd MetalSd None
## 1838 1965 Gable CompShg MetalSd MetalSd None
## 1839 2001 Gable CompShg MetalSd MetalSd None
## 1840 1988 Gable CompShg Plywood Plywood None
## 1841 1978 Gable CompShg Plywood Plywood None
## 1842 1950 Gable CompShg MetalSd MetalSd None
## 1843 1967 Hip CompShg HdBoard HdBoard BrkFace
## 1844 1978 Gable CompShg Plywood HdBoard BrkFace
## 1845 1961 Hip CompShg HdBoard HdBoard None
## 1846 1960 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1847 1956 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1848 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1849 1954 Gable CompShg VinylSd VinylSd None
## 1850 1956 Hip CompShg MetalSd MetalSd None
## 1851 1950 Hip CompShg MetalSd MetalSd None
## 1852 1954 Gable CompShg Wd Sdng Wd Sdng None
## 1853 1984 Gable CompShg HdBoard HdBoard BrkFace
## 1854 1991 Gable CompShg HdBoard HdBoard None
## 1855 1983 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1856 1994 Gable CompShg VinylSd VinylSd None
## 1857 2007 Gable CompShg HdBoard HdBoard None
## 1858 1979 Gable CompShg HdBoard HdBoard None
## 1859 1979 Gable CompShg HdBoard HdBoard None
## 1860 1979 Gable CompShg Plywood Plywood BrkFace
## 1861 1979 Gable CompShg HdBoard HdBoard None
## 1862 2000 Hip CompShg VinylSd VinylSd BrkFace
## 1863 2000 Hip CompShg VinylSd VinylSd BrkFace
## 1864 2000 Hip CompShg VinylSd VinylSd BrkFace
## 1865 2009 Hip CompShg VinylSd VinylSd Stone
## 1866 2008 Gable CompShg VinylSd VinylSd Stone
## 1867 2008 Gable CompShg VinylSd VinylSd None
## 1868 2008 Hip CompShg VinylSd VinylSd Stone
## 1869 2007 Gable CompShg VinylSd VinylSd None
## 1870 2008 Gable CompShg VinylSd VinylSd BrkFace
## 1871 2006 Gable CompShg VinylSd VinylSd Stone
## 1872 2006 Gable CompShg VinylSd VinylSd None
## 1873 1993 Gable CompShg VinylSd VinylSd None
## 1874 1994 Gable CompShg VinylSd VinylSd None
## 1875 1998 Gable CompShg VinylSd VinylSd None
## 1876 1998 Gable CompShg VinylSd VinylSd BrkFace
## 1877 2001 Gable CompShg VinylSd VinylSd BrkFace
## 1878 2001 Gable CompShg VinylSd VinylSd BrkFace
## 1879 1978 Gable CompShg MetalSd MetalSd BrkFace
## 1880 1979 Gable CompShg HdBoard HdBoard BrkFace
## 1881 2002 Hip CompShg VinylSd VinylSd None
## 1882 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1883 2002 Gable CompShg VinylSd VinylSd None
## 1884 2001 Gable CompShg VinylSd VinylSd None
## 1885 2000 Gable CompShg VinylSd VinylSd BrkFace
## 1886 2003 Hip CompShg HdBoard HdBoard BrkFace
## 1887 1998 Gable CompShg VinylSd VinylSd BrkFace
## 1888 2007 Gable CompShg VinylSd VinylSd BrkFace
## 1889 2007 Gable CompShg VinylSd VinylSd None
## 1890 1971 Gable CompShg HdBoard HdBoard None
## 1891 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1892 1959 Gable CompShg AsbShng AsbShng None
## 1893 1950 Gable CompShg MetalSd MetalSd None
## 1894 1959 Hip CompShg VinylSd VinylSd BrkFace
## 1895 1956 Hip CompShg HdBoard HdBoard BrkFace
## 1896 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1897 1950 Gable CompShg MetalSd MetalSd BrkFace
## 1898 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1899 2000 Gable CompShg Stucco Stucco None
## 1900 1990 Gambrel CompShg Wd Sdng Wd Sdng None
## 1901 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1902 1960 Gable CompShg MetalSd MetalSd None
## 1903 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1904 1954 Gable CompShg BrkFace BrkFace None
## 1905 1960 Gable CompShg HdBoard Plywood Stone
## 1906 2005 Gable CompShg BrkComm Brk Cmn None
## 1907 1954 Gable CompShg HdBoard HdBoard Stone
## 1908 1980 Gable CompShg MetalSd MetalSd None
## 1909 1992 Gable CompShg MetalSd MetalSd None
## 1910 1980 Gable CompShg MetalSd MetalSd None
## 1911 1986 Gable CompShg VinylSd VinylSd BrkFace
## 1912 2009 Hip CompShg BrkFace BrkFace None
## 1913 1993 Gambrel CompShg AsbShng AsbShng None
## 1914 1950 Gable CompShg MetalSd MetalSd None
## 1915 2008 Hip CompShg CemntBd CmentBd Stone
## 1917 2001 Gable CompShg CemntBd CmentBd None
## 1918 1977 Gable CompShg Plywood Plywood None
## 1919 1977 Gable CompShg Plywood Plywood None
## 1920 1991 Gable CompShg HdBoard HdBoard None
## 1921 2008 Gable CompShg CemntBd CmentBd Stone
## 1922 2008 Gable CompShg CemntBd CmentBd BrkFace
## 1923 2006 Gable CompShg MetalSd MetalSd None
## 1924 1989 Hip CompShg Plywood Plywood BrkFace
## 1925 2003 Gable CompShg VinylSd VinylSd None
## 1926 2007 Hip CompShg CemntBd CmentBd Stone
## 1927 1968 Gable CompShg HdBoard HdBoard BrkFace
## 1928 2000 Hip CompShg HdBoard HdBoard BrkFace
## 1929 1972 Gable CompShg MetalSd MetalSd None
## 1930 1996 Gable CompShg HdBoard HdBoard None
## 1931 1993 Gable CompShg HdBoard Wd Shng None
## 1932 1992 Gable CompShg HdBoard Wd Shng None
## 1933 1969 Gable CompShg VinylSd VinylSd BrkFace
## 1934 1998 Gable CompShg VinylSd VinylSd None
## 1935 1996 Gable CompShg VinylSd VinylSd BrkFace
## 1936 1998 Gable CompShg VinylSd VinylSd None
## 1937 1996 Gable CompShg HdBoard HdBoard None
## 1938 1997 Gable CompShg HdBoard HdBoard None
## 1939 1997 Gable CompShg CemntBd CmentBd None
## 1940 1992 Gable CompShg HdBoard HdBoard None
## 1941 1998 Gable CompShg VinylSd VinylSd None
## 1942 1991 Gable CompShg HdBoard HdBoard BrkFace
## 1943 1989 Gable CompShg HdBoard HdBoard None
## 1944 2005 Gable CompShg VinylSd VinylSd Stone
## 1945 2004 Hip CompShg VinylSd VinylSd BrkFace
## 1947 2007 Hip CompShg MetalSd MetalSd BrkFace
## 1948 1950 Hip CompShg AsbShng AsbShng BrkFace
## 1949 1988 Gable CompShg Plywood Wd Sdng BrkFace
## 1950 1983 Gable CompShg WdShing Plywood BrkFace
## 1951 1978 Hip CompShg Plywood Plywood BrkFace
## 1952 1979 Hip CompShg Plywood Plywood BrkFace
## 1953 1976 Hip CompShg HdBoard HdBoard BrkFace
## 1954 1988 Gable CompShg HdBoard HdBoard BrkFace
## 1955 1969 Gable CompShg VinylSd VinylSd None
## 1956 1978 Mansard WdShake Plywood Plywood BrkFace
## 1957 1976 Gable CompShg HdBoard HdBoard BrkFace
## 1958 1996 Gable CompShg VinylSd VinylSd BrkFace
## 1959 1974 Gable CompShg VinylSd VinylSd None
## 1960 1969 Gable CompShg HdBoard HdBoard BrkFace
## 1961 1971 Hip CompShg MetalSd MetalSd None
## 1962 1973 Gable CompShg HdBoard HdBoard BrkFace
## 1963 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1964 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1965 1975 Gable CompShg Plywood Brk Cmn None
## 1966 1977 Gable CompShg Plywood Brk Cmn None
## 1967 2007 Hip CompShg VinylSd VinylSd Stone
## 1968 2007 Hip CompShg VinylSd VinylSd Stone
## 1969 2007 Hip CompShg VinylSd VinylSd BrkFace
## 1970 2006 Hip CompShg VinylSd VinylSd BrkFace
## 1971 2006 Hip CompShg CemntBd CmentBd BrkFace
## 1972 2005 Gable CompShg CemntBd CmentBd BrkFace
## 1973 2007 Hip CompShg VinylSd VinylSd Stone
## 1974 2004 Gable CompShg VinylSd VinylSd Stone
## 1975 2003 Hip CompShg MetalSd MetalSd Stone
## 1976 2004 Gable CompShg VinylSd VinylSd BrkFace
## 1977 2002 Gable CompShg VinylSd VinylSd BrkFace
## 1978 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1979 2008 Hip CompShg MetalSd MetalSd BrkFace
## 1980 2005 Gable CompShg VinylSd VinylSd Stone
## 1981 2008 Hip CompShg MetalSd MetalSd BrkFace
## 1982 2007 Hip CompShg MetalSd MetalSd BrkFace
## 1983 2007 Hip CompShg MetalSd MetalSd BrkFace
## 1984 2004 Gable CompShg VinylSd Wd Shng Stone
## 1985 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1986 2004 Hip CompShg VinylSd VinylSd BrkFace
## 1987 2008 Gable CompShg WdShing Wd Shng BrkFace
## 1988 2004 Gable CompShg VinylSd VinylSd None
## 1989 2003 Gable CompShg VinylSd VinylSd None
## 1990 2003 Gable CompShg VinylSd VinylSd BrkFace
## 1991 2008 Gable CompShg VinylSd VinylSd Stone
## 1992 2001 Gable CompShg VinylSd VinylSd BrkFace
## 1993 2002 Gable CompShg VinylSd VinylSd None
## 1994 2000 Gable CompShg VinylSd VinylSd None
## 1995 1999 Gable CompShg VinylSd VinylSd None
## 1996 1997 Hip CompShg HdBoard HdBoard BrkFace
## 1997 2000 Hip CompShg VinylSd VinylSd BrkFace
## 1998 1998 Gable CompShg VinylSd VinylSd BrkFace
## 1999 1997 Gable CompShg VinylSd VinylSd None
## 2000 1995 Gable CompShg VinylSd VinylSd BrkFace
## 2001 1994 Hip WdShake VinylSd VinylSd BrkFace
## 2002 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2003 2007 Gable CompShg VinylSd VinylSd Stone
## 2004 2008 Hip CompShg VinylSd VinylSd Stone
## 2005 2007 Hip CompShg VinylSd VinylSd None
## 2006 2008 Gable CompShg VinylSd VinylSd None
## 2007 2007 Gable CompShg VinylSd VinylSd BrkFace
## 2008 2008 Gable CompShg CemntBd CmentBd Stone
## 2009 2003 Gable CompShg VinylSd VinylSd None
## 2010 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2011 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2012 2007 Gable CompShg VinylSd VinylSd None
## 2013 1995 Gable CompShg VinylSd VinylSd BrkFace
## 2014 1994 Gable CompShg HdBoard HdBoard BrkFace
## 2015 1995 Gable CompShg VinylSd VinylSd BrkFace
## 2016 2001 Gable CompShg VinylSd VinylSd None
## 2017 1992 Gable CompShg HdBoard HdBoard None
## 2018 1963 Hip CompShg Wd Sdng Wd Sdng None
## 2019 2007 Gable CompShg Wd Sdng Wd Sdng None
## 2020 1968 Gable CompShg HdBoard HdBoard None
## 2021 1963 Hip CompShg Wd Sdng HdBoard None
## 2022 1974 Gable CompShg HdBoard ImStucc BrkFace
## 2023 1972 Gable CompShg HdBoard HdBoard None
## 2024 1991 Hip CompShg HdBoard HdBoard BrkFace
## 2025 1994 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 2026 2005 Gable CompShg MetalSd MetalSd None
## 2027 2005 Gable CompShg MetalSd MetalSd None
## 2028 2007 Gable CompShg VinylSd VinylSd None
## 2029 1999 Gable CompShg MetalSd MetalSd Stone
## 2030 2000 Hip CompShg MetalSd MetalSd BrkFace
## 2031 2001 Gable CompShg VinylSd VinylSd BrkFace
## 2032 2001 Gable CompShg VinylSd VinylSd None
## 2033 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2034 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2035 2001 Gable CompShg VinylSd VinylSd BrkFace
## 2036 1999 Gable CompShg MetalSd MetalSd BrkFace
## 2037 2000 Gable CompShg MetalSd MetalSd BrkFace
## 2038 1999 Gable CompShg BrkFace MetalSd None
## 2039 1995 Hip CompShg BrkFace BrkFace None
## 2040 1977 Mansard CompShg Wd Sdng Wd Sdng BrkFace
## 2041 2007 Gable CompShg VinylSd VinylSd None
## 2042 2002 Gable CompShg VinylSd VinylSd None
## 2043 1969 Gable CompShg MetalSd MetalSd None
## 2044 1968 Gable CompShg HdBoard HdBoard None
## 2045 1967 Gable CompShg Plywood Plywood None
## 2046 1965 Gable CompShg MetalSd MetalSd None
## 2047 1968 Gable CompShg MetalSd MetalSd None
## 2048 2005 Hip CompShg HdBoard HdBoard None
## 2049 1965 Gable CompShg HdBoard HdBoard None
## 2050 1971 Gable CompShg HdBoard HdBoard None
## 2051 1956 Gable CompShg HdBoard HdBoard None
## 2052 1961 Gable CompShg Plywood Plywood None
## 2053 2000 Gable CompShg Wd Sdng Wd Sdng None
## 2054 1950 Gable CompShg MetalSd MetalSd None
## 2055 1960 Gable CompShg MetalSd MetalSd BrkFace
## 2056 2006 Gable CompShg HdBoard HdBoard None
## 2057 1953 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 2058 1999 Gable CompShg VinylSd VinylSd BrkFace
## 2059 1957 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2060 1998 Gable CompShg HdBoard HdBoard None
## 2061 1958 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2062 1958 Gable CompShg MetalSd MetalSd None
## 2063 1952 Gable CompShg MetalSd MetalSd Stone
## 2064 1953 Gable CompShg MetalSd MetalSd BrkFace
## 2065 1953 Hip CompShg MetalSd MetalSd None
## 2066 1957 Gable CompShg Plywood Plywood BrkFace
## 2067 1982 Gable CompShg MetalSd MetalSd None
## 2068 1957 Gable CompShg Wd Sdng Wd Sdng None
## 2069 1950 Gable CompShg MetalSd MetalSd None
## 2070 1950 Gable CompShg VinylSd VinylSd None
## 2071 2005 Gambrel CompShg VinylSd VinylSd None
## 2072 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2073 1968 Gable CompShg HdBoard Plywood None
## 2074 2001 Gable Tar&Grv HdBoard HdBoard BrkFace
## 2075 1993 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2076 1951 Gable CompShg MetalSd MetalSd None
## 2077 1959 Gable CompShg BrkFace Wd Sdng None
## 2078 1962 Gable CompShg BrkFace MetalSd None
## 2079 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2080 1954 Gable CompShg MetalSd MetalSd None
## 2081 1954 Gable CompShg MetalSd MetalSd None
## 2082 1961 Gable CompShg BrkFace Wd Sdng None
## 2083 1967 Gable CompShg MetalSd MetalSd None
## 2084 1954 Gable CompShg MetalSd MetalSd None
## 2085 1963 Gable CompShg Wd Sdng Wd Sdng None
## 2086 2008 Gable CompShg VinylSd VinylSd None
## 2087 2005 Gable CompShg WdShing Wd Shng None
## 2088 2003 Gable CompShg AsbShng AsbShng None
## 2089 1950 Gable CompShg MetalSd MetalSd None
## 2090 2005 Gable CompShg Wd Sdng Wd Sdng None
## 2091 1996 Gable CompShg Wd Sdng Wd Sdng None
## 2092 1985 Gable CompShg MetalSd MetalSd None
## 2093 1950 Gable CompShg WdShing Wd Shng None
## 2094 2006 Gable CompShg Stucco Stucco None
## 2095 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2096 1950 Mansard CompShg MetalSd MetalSd None
## 2097 1996 Gable CompShg Wd Sdng HdBoard None
## 2098 1950 Gable CompShg MetalSd MetalSd None
## 2099 1950 Gable CompShg VinylSd VinylSd None
## 2100 1992 Gable CompShg MetalSd MetalSd None
## 2101 2006 Gable CompShg MetalSd MetalSd None
## 2102 1965 Gable CompShg Wd Sdng Wd Shng None
## 2103 2003 Gable CompShg VinylSd VinylSd None
## 2104 1960 Gable CompShg AsbShng AsbShng None
## 2105 2005 Gable CompShg MetalSd MetalSd None
## 2106 1950 Gable CompShg AsbShng AsbShng None
## 2107 1999 Gable CompShg Wd Sdng Wd Shng None
## 2108 1959 Gable CompShg MetalSd MetalSd BrkFace
## 2109 2006 Gable CompShg MetalSd MetalSd None
## 2110 1983 Gable CompShg WdShing Wd Shng None
## 2111 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2112 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2113 2006 Gable CompShg Wd Sdng Wd Sdng None
## 2114 2000 Gable CompShg HdBoard HdBoard None
## 2115 1989 Gable CompShg Wd Sdng Wd Sdng None
## 2116 2003 Gable CompShg Wd Sdng Wd Sdng None
## 2117 2000 Gable CompShg Wd Sdng Wd Sdng None
## 2118 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2119 1950 Gable CompShg MetalSd MetalSd None
## 2120 1997 Gable CompShg AsbShng AsbShng None
## 2122 1950 Gable CompShg MetalSd MetalSd None
## 2123 1995 Gable CompShg Plywood Plywood None
## 2124 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2125 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 2126 2004 Gable CompShg VinylSd VinylSd None
## 2127 1983 Gable CompShg Wd Sdng Wd Sdng None
## 2128 1950 Gambrel CompShg MetalSd MetalSd None
## 2129 1950 Gable CompShg Stucco Wd Shng None
## 2130 1952 Gable CompShg MetalSd MetalSd None
## 2131 1958 Gable CompShg Wd Sdng Wd Sdng None
## 2132 1978 Gable CompShg HdBoard HdBoard None
## 2133 1992 Gable CompShg VinylSd VinylSd None
## 2134 1950 Gable CompShg Stucco Stucco None
## 2135 1991 Gable CompShg Wd Sdng Wd Sdng None
## 2136 1950 Gable CompShg AsphShn AsphShn None
## 2137 1993 Gable CompShg VinylSd VinylSd None
## 2138 1963 Gable CompShg HdBoard Wd Sdng None
## 2139 1978 Gable CompShg HdBoard Plywood BrkFace
## 2140 2005 Gable CompShg HdBoard HdBoard None
## 2141 1978 Gable CompShg HdBoard HdBoard BrkCmn
## 2142 1967 Gable CompShg MetalSd MetalSd BrkFace
## 2143 1984 Gable CompShg VinylSd VinylSd None
## 2144 1950 Gable CompShg BrkFace Stucco None
## 2145 2003 Gable CompShg VinylSd VinylSd None
## 2146 1956 Gable CompShg HdBoard HdBoard None
## 2147 1960 Flat Tar&Grv Plywood Plywood Stone
## 2148 1973 Gable CompShg Wd Sdng Wd Sdng None
## 2149 1970 Hip CompShg HdBoard HdBoard None
## 2150 1979 Gable CompShg Plywood Plywood None
## 2151 1950 Gable CompShg BrkFace Plywood None
## 2153 1956 Hip CompShg Wd Sdng Wd Sdng None
## 2154 1975 Gable CompShg HdBoard HdBoard None
## 2155 2001 Gable CompShg VinylSd VinylSd BrkCmn
## 2156 2002 Gable CompShg HdBoard HdBoard BrkFace
## 2157 1994 Gable CompShg HdBoard HdBoard BrkFace
## 2158 1994 Gable CompShg VinylSd VinylSd None
## 2159 1996 Gable CompShg VinylSd VinylSd None
## 2160 2007 Gable CompShg VinylSd VinylSd None
## 2161 2007 Gable CompShg VinylSd VinylSd Stone
## 2162 2008 Hip CompShg VinylSd VinylSd Stone
## 2163 2008 Hip CompShg VinylSd VinylSd Stone
## 2164 1995 Gable CompShg VinylSd VinylSd BrkFace
## 2165 1966 Flat Tar&Grv Plywood Plywood None
## 2166 1994 Gable CompShg VinylSd VinylSd None
## 2167 1998 Gable CompShg VinylSd VinylSd BrkFace
## 2168 1997 Gable CompShg VinylSd VinylSd BrkFace
## 2169 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2170 2001 Gable CompShg VinylSd VinylSd None
## 2171 1978 Gable CompShg HdBoard HdBoard BrkFace
## 2172 1975 Gable CompShg HdBoard HdBoard BrkFace
## 2173 2001 Gable CompShg Plywood Wd Sdng None
## 2174 2001 Gable CompShg VinylSd VinylSd BrkFace
## 2175 2002 Gable CompShg VinylSd VinylSd BrkFace
## 2176 2003 Hip CompShg VinylSd VinylSd BrkFace
## 2177 2003 Gable CompShg VinylSd VinylSd None
## 2178 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2179 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2180 1998 Gable CompShg VinylSd VinylSd None
## 2181 2004 Gable CompShg VinylSd VinylSd Stone
## 2182 2007 Gable CompShg VinylSd VinylSd Stone
## 2183 2007 Gable CompShg VinylSd VinylSd None
## 2184 1966 Hip CompShg HdBoard HdBoard None
## 2185 1976 Gable CompShg HdBoard Plywood BrkFace
## 2186 1976 Hip CompShg HdBoard Plywood BrkFace
## 2187 1977 Hip CompShg Plywood Plywood None
## 2188 2001 Hip CompShg Plywood Plywood None
## 2190 1955 Gable CompShg AsbShng Plywood None
## 2191 1955 Gable CompShg WdShing Wd Shng BrkCmn
## 2192 1955 Hip CompShg Wd Sdng Wd Sdng None
## 2193 2007 Gable CompShg Wd Sdng Wd Sdng None
## 2194 1993 Gable CompShg MetalSd MetalSd None
## 2195 1953 Gable CompShg MetalSd MetalSd Stone
## 2196 1954 Gable CompShg Wd Sdng Wd Sdng None
## 2197 2008 Gable CompShg Wd Sdng Wd Sdng None
## 2198 1950 Gable CompShg WdShing Wd Shng BrkFace
## 2199 1950 Gable CompShg Stucco Stucco None
## 2200 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 2201 1995 Gable CompShg Wd Sdng Wd Shng None
## 2202 1997 Gable CompShg Stucco Stucco None
## 2203 1950 Hip CompShg Wd Sdng Plywood None
## 2204 1995 Gable CompShg WdShing Wd Shng None
## 2205 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2206 1951 Hip CompShg WdShing Plywood BrkFace
## 2207 1950 Gable CompShg BrkFace Stucco Stone
## 2208 2000 Gable CompShg VinylSd VinylSd None
## 2209 1956 Gable CompShg BrkFace MetalSd None
## 2210 1980 Gable CompShg MetalSd MetalSd None
## 2211 1998 Gable CompShg VinylSd VinylSd None
## 2212 2006 Gable CompShg VinylSd VinylSd None
## 2213 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2214 1967 Hip CompShg HdBoard Plywood None
## 2215 1995 Gable CompShg Wd Sdng Wd Sdng None
## 2216 1958 Gable CompShg WdShing Wd Shng BrkFace
## 2218 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2219 2000 Gable CompShg Plywood Plywood None
## 2220 1950 Gable CompShg MetalSd MetalSd None
## 2221 2008 Hip CompShg CemntBd CmentBd Stone
## 2222 2005 Hip CompShg CemntBd CmentBd Stone
## 2223 1997 Gable CompShg MetalSd MetalSd BrkFace
## 2224 1997 Gable CompShg VinylSd VinylSd None
## 2225 1976 Gable CompShg Plywood Plywood None
## 2226 1991 Gable CompShg HdBoard HdBoard None
## 2227 1986 Gable CompShg VinylSd VinylSd BrkFace
## 2228 2007 Hip CompShg VinylSd VinylSd Stone
## 2229 2007 Gable CompShg VinylSd VinylSd None
## 2230 2007 Gable CompShg VinylSd VinylSd None
## 2231 2008 Gable CompShg VinylSd VinylSd Stone
## 2232 1989 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2233 1986 Gable CompShg Plywood HdBoard BrkFace
## 2234 2003 Hip CompShg VinylSd VinylSd BrkFace
## 2235 2000 Hip CompShg VinylSd VinylSd None
## 2236 2007 Gable CompShg VinylSd VinylSd None
## 2237 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2238 1998 Gable CompShg VinylSd VinylSd BrkFace
## 2239 2008 Gable CompShg VinylSd VinylSd None
## 2240 1997 Hip CompShg VinylSd VinylSd BrkFace
## 2241 1964 Gable CompShg HdBoard HdBoard BrkFace
## 2242 1975 Gable CompShg CemntBd CmentBd None
## 2243 1976 Gable CompShg CemntBd CmentBd None
## 2244 2006 Gable CompShg CemntBd CmentBd None
## 2245 1973 Gable CompShg CemntBd CmentBd None
## 2246 1968 Gable CompShg Plywood Plywood None
## 2247 2007 Gable CompShg CemntBd CmentBd None
## 2248 1983 Gable CompShg VinylSd VinylSd None
## 2249 2005 Gable CompShg HdBoard Plywood None
## 2250 1984 Gable CompShg HdBoard Plywood None
## 2252 1971 Gable CompShg MetalSd MetalSd BrkFace
## 2253 1997 Gable CompShg VinylSd VinylSd None
## 2254 1994 Gable CompShg HdBoard HdBoard BrkFace
## 2255 2000 Gable CompShg VinylSd VinylSd None
## 2256 1996 Gable CompShg HdBoard HdBoard None
## 2257 2003 Gable CompShg VinylSd VinylSd None
## 2258 1993 Gable CompShg HdBoard HdBoard BrkFace
## 2259 1994 Gable CompShg HdBoard HdBoard None
## 2260 1964 Gable CompShg HdBoard HdBoard BrkCmn
## 2261 1988 Gable CompShg CemntBd CmentBd None
## 2262 1990 Gable CompShg CemntBd CmentBd None
## 2263 2005 Hip CompShg VinylSd VinylSd Stone
## 2264 2007 Hip CompShg VinylSd VinylSd BrkFace
## 2265 1990 Gable CompShg HdBoard HdBoard None
## 2266 2006 Gable CompShg MetalSd MetalSd BrkFace
## 2267 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2268 2007 Hip CompShg CemntBd CmentBd BrkFace
## 2269 1984 Hip CompShg HdBoard HdBoard None
## 2270 2003 Gable CompShg MetalSd MetalSd BrkFace
## 2271 1985 Gable CompShg Plywood Plywood Stone
## 2272 1979 Hip WdShake HdBoard Plywood BrkFace
## 2273 1984 Gable CompShg Plywood Plywood BrkFace
## 2274 1999 Gable CompShg MetalSd MetalSd BrkFace
## 2275 1971 Hip CompShg HdBoard HdBoard BrkFace
## 2276 1976 Gable CompShg Plywood Plywood Stone
## 2277 1974 Gable CompShg HdBoard HdBoard None
## 2278 1990 Gable CompShg MetalSd MetalSd None
## 2279 2002 Gable CompShg HdBoard HdBoard BrkFace
## 2280 1961 Gable CompShg MetalSd MetalSd None
## 2281 2001 Gable CompShg MetalSd MetalSd None
## 2282 1998 Gable CompShg MetalSd MetalSd None
## 2283 1973 Gable CompShg HdBoard HdBoard BrkFace
## 2284 1973 Gable CompShg HdBoard HdBoard BrkFace
## 2285 1978 Gable CompShg Plywood Brk Cmn None
## 2286 1966 Hip CompShg HdBoard HdBoard BrkFace
## 2287 2007 Hip CompShg VinylSd VinylSd Stone
## 2288 2007 Gable CompShg CemntBd CmentBd Stone
## 2289 2007 Gable CompShg VinylSd VinylSd None
## 2290 2007 Hip CompShg CemntBd CmentBd BrkFace
## 2291 2007 Hip CompShg VinylSd VinylSd BrkFace
## 2292 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2293 2007 Hip CompShg VinylSd VinylSd Stone
## 2294 2006 Gable CompShg MetalSd MetalSd BrkFace
## 2295 2007 Hip CompShg CemntBd CmentBd BrkFace
## 2296 2008 Gable CompShg VinylSd VinylSd None
## 2297 2007 Gable CompShg VinylSd VinylSd Stone
## 2298 2006 Hip CompShg MetalSd MetalSd Stone
## 2299 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2300 2003 Gable CompShg VinylSd VinylSd BrkFace
## 2301 2007 Hip CompShg VinylSd VinylSd Stone
## 2302 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2303 2005 Gable CompShg VinylSd VinylSd BrkFace
## 2304 2007 Gable CompShg VinylSd VinylSd None
## 2305 2006 Gable CompShg VinylSd VinylSd Stone
## 2306 2006 Gable CompShg VinylSd VinylSd Stone
## 2307 2006 Gable CompShg VinylSd VinylSd Stone
## 2308 2006 Gable CompShg VinylSd VinylSd Stone
## 2309 2005 Hip CompShg MetalSd MetalSd BrkFace
## 2310 2006 Hip CompShg MetalSd MetalSd BrkFace
## 2311 2003 Gable CompShg VinylSd Wd Shng Stone
## 2312 2007 Gable CompShg VinylSd VinylSd None
## 2313 2006 Gable CompShg VinylSd VinylSd None
## 2314 2007 Gable CompShg VinylSd VinylSd Stone
## 2315 2006 Gable CompShg VinylSd VinylSd None
## 2316 2007 Gable CompShg VinylSd VinylSd None
## 2317 2005 Gable CompShg VinylSd VinylSd None
## 2318 2007 Gable CompShg VinylSd VinylSd Stone
## 2319 2007 Gable CompShg VinylSd VinylSd Stone
## 2320 2007 Gable CompShg VinylSd VinylSd BrkFace
## 2321 2003 Hip CompShg VinylSd VinylSd BrkFace
## 2322 2007 Gable CompShg VinylSd VinylSd BrkFace
## 2323 2005 Gable CompShg VinylSd VinylSd None
## 2324 2004 Gable CompShg VinylSd VinylSd None
## 2325 2006 Gable CompShg VinylSd VinylSd None
## 2326 2003 Gable CompShg VinylSd VinylSd None
## 2327 2003 Gable CompShg VinylSd VinylSd BrkFace
## 2328 2002 Gable CompShg VinylSd VinylSd None
## 2329 2000 Gable CompShg VinylSd VinylSd None
## 2330 2000 Gable CompShg VinylSd VinylSd None
## 2331 1998 Hip CompShg VinylSd VinylSd BrkFace
## 2332 1998 Gable CompShg MetalSd MetalSd BrkFace
## 2333 1999 Gable CompShg VinylSd VinylSd None
## 2334 1998 Gable CompShg VinylSd VinylSd BrkFace
## 2335 1993 Gable CompShg VinylSd VinylSd BrkFace
## 2336 1997 Gable CompShg VinylSd VinylSd BrkFace
## 2337 2007 Gable CompShg VinylSd VinylSd None
## 2338 2007 Gable CompShg VinylSd VinylSd BrkFace
## 2339 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2340 2007 Hip CompShg CemntBd CmentBd BrkFace
## 2341 2007 Gable CompShg VinylSd VinylSd None
## 2342 2005 Gable CompShg VinylSd VinylSd BrkFace
## 2343 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2344 2006 Gable CompShg VinylSd VinylSd None
## 2345 2006 Gable CompShg VinylSd VinylSd None
## 2346 2007 Gable CompShg VinylSd VinylSd None
## 2347 2007 Gable CompShg VinylSd VinylSd None
## 2348 2007 Gable CompShg VinylSd VinylSd None
## 2349 2007 Gable CompShg VinylSd VinylSd None
## 2350 2007 Hip CompShg WdShing Wd Shng None
## 2351 2007 Gable CompShg CemntBd CmentBd None
## 2352 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2353 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2354 2007 Gable CompShg VinylSd VinylSd None
## 2355 2006 Gable CompShg VinylSd VinylSd None
## 2356 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2357 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2358 1997 Gable CompShg VinylSd VinylSd None
## 2359 1980 Gable CompShg Plywood Plywood None
## 2360 1977 Gable CompShg Plywood Plywood None
## 2361 1968 Gable CompShg HdBoard HdBoard None
## 2362 1990 Gable CompShg HdBoard HdBoard BrkFace
## 2363 1974 Gable CompShg Plywood Plywood BrkFace
## 2364 2006 Gable CompShg CemntBd CmentBd None
## 2365 2004 Gable CompShg MetalSd MetalSd None
## 2366 2007 Gable CompShg VinylSd VinylSd Stone
## 2367 2007 Gable CompShg VinylSd VinylSd Stone
## 2368 2007 Gable CompShg VinylSd VinylSd None
## 2369 2007 Gable CompShg VinylSd VinylSd None
## 2370 1999 Gable CompShg MetalSd MetalSd BrkFace
## 2371 2000 Gable CompShg MetalSd MetalSd BrkFace
## 2372 2000 Gable CompShg CemntBd CmentBd None
## 2373 2004 Hip CompShg CemntBd CmentBd None
## 2374 1998 Gable CompShg VinylSd VinylSd None
## 2375 1995 Gable CompShg BrkFace BrkFace None
## 2376 1980 Hip CompShg VinylSd MetalSd BrkFace
## 2377 1981 Hip CompShg BrkFace BrkFace None
## 2378 1968 Gable CompShg MetalSd MetalSd BrkFace
## 2379 1970 Gable CompShg VinylSd VinylSd BrkFace
## 2380 1969 Gable CompShg HdBoard HdBoard None
## 2381 1968 Gable CompShg HdBoard HdBoard BrkFace
## 2382 1987 Hip CompShg Wd Sdng Wd Sdng None
## 2383 1993 Gable CompShg VinylSd VinylSd BrkFace
## 2384 1993 Gable CompShg MetalSd MetalSd BrkFace
## 2385 1966 Hip CompShg HdBoard HdBoard None
## 2386 1963 Gable CompShg HdBoard HdBoard BrkFace
## 2387 1993 Gable CompShg MetalSd MetalSd None
## 2388 1964 Gable CompShg HdBoard HdBoard None
## 2389 1956 Hip CompShg Wd Sdng Wd Sdng None
## 2390 1961 Hip CompShg Wd Sdng Wd Sdng None
## 2391 1961 Gable CompShg VinylSd VinylSd BrkFace
## 2392 1960 Hip CompShg CemntBd CmentBd None
## 2393 1966 Hip CompShg HdBoard Plywood BrkFace
## 2394 1965 Gable CompShg HdBoard HdBoard BrkFace
## 2395 1997 Gable CompShg MetalSd MetalSd BrkFace
## 2396 1964 Gable CompShg Wd Sdng Plywood BrkFace
## 2397 1991 Gable CompShg MetalSd MetalSd BrkFace
## 2398 1996 Gable CompShg Wd Sdng HdBoard None
## 2399 1950 Gable CompShg WdShing Wd Shng None
## 2400 1950 Gable CompShg MetalSd MetalSd None
## 2401 2000 Gable CompShg VinylSd VinylSd None
## 2402 1955 Hip CompShg HdBoard HdBoard BrkFace
## 2403 1968 Gable CompShg MetalSd MetalSd None
## 2404 1966 Gable CompShg HdBoard HdBoard BrkFace
## 2405 1961 Hip CompShg WdShing Wd Shng BrkFace
## 2406 1999 Gable CompShg VinylSd VinylSd None
## 2407 1956 Gable CompShg Wd Sdng Wd Sdng BrkCmn
## 2408 1963 Gable CompShg MetalSd MetalSd None
## 2409 1960 Hip CompShg HdBoard HdBoard BrkCmn
## 2410 1969 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2411 1957 Gable CompShg Wd Sdng Wd Sdng None
## 2412 1975 Gable CompShg VinylSd VinylSd None
## 2413 1955 Hip CompShg MetalSd MetalSd None
## 2414 2006 Gable CompShg VinylSd MetalSd None
## 2415 1958 Hip CompShg Wd Sdng Wd Sdng Stone
## 2416 1952 Hip CompShg Wd Sdng Wd Sdng None
## 2417 1953 Hip CompShg Wd Sdng Wd Sdng None
## 2418 2003 Gable CompShg VinylSd VinylSd None
## 2419 1955 Gable CompShg MetalSd MetalSd None
## 2420 1955 Gable CompShg MetalSd MetalSd None
## 2421 1953 Gable CompShg VinylSd VinylSd None
## 2422 1952 Gable CompShg Wd Sdng Wd Sdng None
## 2423 2006 Gable CompShg VinylSd VinylSd None
## 2424 2004 Gable CompShg MetalSd MetalSd None
## 2425 2007 Gable CompShg Wd Sdng MetalSd None
## 2426 1993 Gable CompShg MetalSd MetalSd None
## 2427 1999 Gable CompShg Wd Sdng HdBoard None
## 2428 1999 Gable CompShg Plywood Plywood BrkFace
## 2429 1961 Gable CompShg HdBoard HdBoard BrkFace
## 2430 1968 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2431 1950 Gable CompShg WdShing Wd Shng None
## 2432 2003 Hip CompShg BrkFace BrkFace None
## 2433 1958 Hip CompShg BrkFace BrkFace None
## 2434 1960 Hip CompShg BrkFace BrkFace None
## 2435 1960 Hip CompShg BrkFace BrkFace None
## 2436 1961 Gable CompShg BrkFace Wd Sdng None
## 2437 1962 Hip CompShg Wd Sdng Wd Sdng None
## 2438 1962 Gable CompShg HdBoard HdBoard None
## 2439 1980 Gable CompShg MetalSd MetalSd None
## 2440 1950 Gable CompShg MetalSd MetalSd None
## 2441 1950 Gable CompShg AsbShng AsbShng None
## 2442 1990 Gable CompShg MetalSd MetalSd None
## 2443 1950 Gable CompShg VinylSd VinylSd Stone
## 2444 2006 Gable CompShg Stucco Stucco None
## 2445 1950 Gable CompShg MetalSd MetalSd None
## 2446 1950 Gable CompShg MetalSd MetalSd None
## 2447 1999 Hip CompShg VinylSd VinylSd None
## 2448 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 2449 1950 Gable CompShg MetalSd MetalSd None
## 2450 1990 Gable CompShg Wd Sdng Wd Sdng None
## 2451 2005 Gambrel CompShg VinylSd VinylSd None
## 2452 1987 Gable CompShg Wd Sdng Wd Sdng None
## 2453 1956 Gable CompShg MetalSd MetalSd None
## 2454 2002 Gable CompShg Stucco Wd Sdng None
## 2455 1994 Gable CompShg MetalSd MetalSd None
## 2456 1950 Gable CompShg MetalSd MetalSd None
## 2457 1998 Gable CompShg MetalSd MetalSd None
## 2458 1950 Gable CompShg MetalSd VinylSd None
## 2459 1950 Gable CompShg AsbShng AsbShng None
## 2460 1950 Gable CompShg VinylSd VinylSd None
## 2461 1952 Gable CompShg Wd Sdng Wd Sdng None
## 2462 1992 Gable CompShg Wd Sdng Wd Sdng None
## 2463 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2464 1995 Gable CompShg Wd Sdng Wd Sdng None
## 2465 1950 Gable CompShg Wd Sdng Wd Shng None
## 2466 1950 Gable CompShg HdBoard HdBoard None
## 2467 1990 Gable CompShg Wd Sdng Wd Shng None
## 2468 1950 Gable CompShg AsbShng AsbShng None
## 2469 1950 Gable CompShg AsbShng AsbShng None
## 2470 1963 Gable CompShg HdBoard HdBoard BrkFace
## 2471 2005 Gable CompShg VinylSd VinylSd None
## 2472 1950 Gable CompShg MetalSd MetalSd None
## 2473 1958 Gable CompShg MetalSd MetalSd None
## 2475 1980 Gable CompShg Wd Sdng Wd Sdng None
## 2476 1979 Gable CompShg Plywood Plywood None
## 2477 1963 Gable CompShg HdBoard HdBoard None
## 2478 1980 Gable CompShg HdBoard HdBoard BrkFace
## 2479 1964 Gable CompShg HdBoard HdBoard None
## 2480 2001 Hip CompShg HdBoard HdBoard BrkFace
## 2481 1966 Gable CompShg HdBoard HdBoard BrkFace
## 2482 1990 Gable CompShg HdBoard HdBoard None
## 2483 1968 Gable CompShg HdBoard HdBoard BrkFace
## 2484 1967 Gable CompShg MetalSd MetalSd BrkFace
## 2485 1966 Gable CompShg Plywood Plywood None
## 2486 1998 Hip CompShg BrkFace BrkFace None
## 2487 1996 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2488 1998 Gable CompShg Wd Sdng Wd Sdng None
## 2489 1995 Gable CompShg VinylSd VinylSd None
## 2491 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2492 1984 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 2493 2005 Hip CompShg Wd Sdng Wd Sdng None
## 2494 1953 Gable CompShg MetalSd MetalSd None
## 2495 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2496 1994 Hip CompShg MetalSd MetalSd Stone
## 2497 1954 Gable CompShg Wd Sdng Wd Sdng None
## 2498 1958 Gable CompShg MetalSd MetalSd None
## 2499 1994 Gable CompShg HdBoard HdBoard None
## 2500 1984 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 2501 1951 Gable CompShg Wd Sdng Wd Sdng None
## 2502 1994 Gable CompShg Wd Sdng Wd Sdng None
## 2503 1950 Gambrel CompShg MetalSd MetalSd None
## 2504 1984 Gable CompShg Wd Sdng Wd Sdng None
## 2505 2001 Gable CompShg VinylSd VinylSd None
## 2506 2007 Gable CompShg VinylSd VinylSd Stone
## 2507 2007 Hip CompShg CemntBd CmentBd None
## 2508 2007 Gable CompShg VinylSd VinylSd Stone
## 2509 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2510 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2511 2006 Gable CompShg VinylSd VinylSd None
## 2512 2006 Gable CompShg VinylSd VinylSd None
## 2513 1988 Gable CompShg HdBoard HdBoard BrkFace
## 2514 1976 Shed WdShngl Wd Sdng Wd Sdng None
## 2515 1994 Gable CompShg VinylSd VinylSd None
## 2516 2006 Gable CompShg VinylSd VinylSd None
## 2517 1994 Gable CompShg VinylSd VinylSd None
## 2518 1996 Gable CompShg VinylSd VinylSd None
## 2519 1999 Gable CompShg VinylSd VinylSd None
## 2520 1999 Gable CompShg VinylSd VinylSd BrkFace
## 2521 2001 Gable CompShg VinylSd VinylSd None
## 2522 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2523 1974 Gable CompShg HdBoard HdBoard None
## 2524 1976 Gable CompShg VinylSd VinylSd BrkFace
## 2525 1977 Gable CompShg Plywood VinylSd BrkFace
## 2526 1977 Gable CompShg CemntBd CmentBd None
## 2527 1977 Gable CompShg HdBoard HdBoard None
## 2528 1975 Hip CompShg HdBoard HdBoard None
## 2529 2000 Gable CompShg VinylSd VinylSd None
## 2530 2006 Gable CompShg Plywood Plywood None
## 2531 2000 Gable CompShg VinylSd VinylSd None
## 2532 2003 Gable CompShg VinylSd VinylSd None
## 2533 2002 Gable CompShg VinylSd VinylSd BrkFace
## 2534 1995 Hip CompShg HdBoard HdBoard BrkFace
## 2535 2001 Gable CompShg VinylSd VinylSd BrkFace
## 2536 2002 Gable CompShg VinylSd VinylSd BrkFace
## 2537 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2538 2007 Gable CompShg VinylSd VinylSd None
## 2539 2005 Gable CompShg VinylSd VinylSd None
## 2540 2007 Gable CompShg VinylSd VinylSd None
## 2541 2006 Gable CompShg VinylSd VinylSd None
## 2542 2005 Gable CompShg VinylSd VinylSd None
## 2543 1967 Gable CompShg HdBoard HdBoard BrkFace
## 2544 1963 Gable CompShg VinylSd VinylSd Stone
## 2545 1950 Gable CompShg VinylSd VinylSd None
## 2546 1960 Hip CompShg HdBoard HdBoard Stone
## 2547 1976 Gable CompShg HdBoard Plywood None
## 2548 1979 Gable CompShg Plywood Plywood None
## 2549 2006 Gable CompShg VinylSd VinylSd None
## 2550 2009 Hip CompShg CemntBd CmentBd Stone
## 2551 2005 Gable CompShg VinylSd VinylSd Stone
## 2552 2000 Gable CompShg WdShing Wd Shng None
## 2553 1955 Gable CompShg AsbShng Plywood BrkCmn
## 2554 1950 Gable CompShg Plywood Plywood None
## 2555 1995 Gable CompShg Wd Sdng Wd Sdng None
## 2556 1955 Gable CompShg MetalSd MetalSd None
## 2557 1955 Gable CompShg WdShing Plywood None
## 2558 1950 Hip CompShg Wd Sdng Plywood None
## 2559 1950 Hip CompShg Stucco Plywood None
## 2560 2005 Gable CompShg Wd Sdng Wd Sdng None
## 2561 1995 Gable CompShg Wd Sdng Wd Sdng None
## 2562 1950 Gable CompShg VinylSd VinylSd None
## 2563 1991 Gable CompShg Wd Sdng Wd Sdng None
## 2564 1992 Gable CompShg VinylSd VinylSd None
## 2565 1951 Gable CompShg Wd Sdng Wd Sdng None
## 2566 2003 Gable CompShg AsbShng CmentBd None
## 2567 1950 Gable CompShg VinylSd VinylSd None
## 2568 1960 Gable CompShg Wd Sdng MetalSd BrkFace
## 2569 1968 Hip CompShg HdBoard BrkFace None
## 2570 1980 Gable CompShg MetalSd MetalSd None
## 2571 1996 Gable CompShg VinylSd VinylSd None
## 2572 1988 Gable CompShg HdBoard HdBoard None
## 2573 1971 Gable CompShg Plywood Plywood BrkFace
## 2574 1986 Gable CompShg WdShing Plywood None
## 2575 1950 Gable CompShg Wd Sdng Wd Sdng None
## 2576 2003 Gable CompShg VinylSd VinylSd None
## 2578 1950 Gable CompShg Stucco Stucco None
## 2579 1950 Gable CompShg MetalSd MetalSd None
## 2580 2006 Gable CompShg VinylSd VinylSd None
## 2581 1980 Gable CompShg MetalSd MetalSd None
## 2582 2007 Hip CompShg MetalSd MetalSd None
## 2583 2007 Hip CompShg CemntBd CmentBd Stone
## 2584 1979 Gable CompShg HdBoard Wd Shng None
## 2585 2002 Gable CompShg VinylSd VinylSd BrkFace
## 2586 2002 Gable CompShg VinylSd VinylSd None
## 2587 1992 Gable CompShg HdBoard HdBoard None
## 2588 1975 Gable CompShg Plywood Plywood Stone
## 2589 1974 Gable CompShg Plywood Plywood None
## 2590 1987 Gable CompShg VinylSd VinylSd BrkFace
## 2591 1995 Hip CompShg HdBoard HdBoard BrkFace
## 2592 2007 Gable CompShg VinylSd VinylSd None
## 2593 2007 Hip CompShg VinylSd VinylSd None
## 2594 1985 Gable CompShg Plywood Plywood None
## 2595 2001 Gable CompShg VinylSd VinylSd BrkFace
## 2596 2002 Hip CompShg VinylSd VinylSd BrkFace
## 2597 1996 Gable CompShg VinylSd VinylSd BrkFace
## 2598 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2599 2007 Hip CompShg MetalSd MetalSd BrkFace
## 2600 1953 Gable CompShg MetalSd MetalSd None
## 2601 1997 Gable CompShg VinylSd VinylSd BrkFace
## 2602 1972 Gable CompShg CemntBd CmentBd None
## 2603 1970 Gable CompShg CemntBd CmentBd None
## 2604 1970 Gable CompShg CemntBd CmentBd BrkFace
## 2605 1976 Gable CompShg CemntBd CmentBd None
## 2606 1977 Gable CompShg Plywood Plywood BrkFace
## 2607 1977 Gable CompShg HdBoard Plywood None
## 2608 1994 Gable CompShg Plywood Plywood None
## 2609 1977 Gable CompShg Plywood Plywood None
## 2610 1971 Gable CompShg Wd Sdng HdBoard None
## 2611 1961 Shed CompShg Plywood Plywood None
## 2612 2003 Gable CompShg Plywood Plywood None
## 2613 1983 Gable CompShg HdBoard HdBoard None
## 2614 1984 Gable CompShg Plywood HdBoard None
## 2615 1954 Hip CompShg Wd Sdng Wd Sdng Stone
## 2616 1956 Hip CompShg VinylSd VinylSd BrkFace
## 2617 1957 Gable CompShg Wd Sdng Wd Sdng Stone
## 2618 1957 Gable CompShg Wd Sdng Wd Sdng Stone
## 2619 1969 Gable CompShg HdBoard HdBoard BrkFace
## 2620 1998 Gable CompShg VinylSd VinylSd None
## 2621 1995 Gable CompShg HdBoard HdBoard None
## 2622 1996 Gable CompShg HdBoard HdBoard None
## 2623 2005 Gable CompShg VinylSd VinylSd BrkFace
## 2624 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2625 1994 Gable CompShg CemntBd CmentBd None
## 2626 1994 Gable CompShg HdBoard HdBoard BrkFace
## 2627 1987 Gable CompShg HdBoard HdBoard None
## 2628 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2629 2006 Hip CompShg CemntBd CmentBd BrkFace
## 2630 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2631 2006 Hip CompShg VinylSd VinylSd Stone
## 2632 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2633 2005 Hip CompShg MetalSd MetalSd BrkFace
## 2634 2005 Hip CompShg VinylSd VinylSd BrkFace
## 2635 1980 Gable CompShg HdBoard HdBoard BrkFace
## 2636 1978 Gable CompShg Plywood Plywood BrkFace
## 2637 1976 Gable CompShg VinylSd Wd Shng Stone
## 2638 2006 Gable CompShg VinylSd VinylSd None
## 2639 2000 Gable CompShg Plywood Plywood BrkFace
## 2640 1974 Gable CompShg HdBoard Plywood BrkFace
## 2641 1971 Gable CompShg HdBoard HdBoard None
## 2642 2002 Gable CompShg MetalSd MetalSd None
## 2643 1973 Gable CompShg HdBoard HdBoard BrkFace
## 2644 1973 Gable CompShg HdBoard HdBoard BrkFace
## 2645 1972 Gable CompShg HdBoard HdBoard BrkFace
## 2646 1972 Gable CompShg HdBoard HdBoard BrkFace
## 2647 1972 Gable CompShg HdBoard HdBoard BrkFace
## 2648 1975 Gable CompShg Plywood Plywood None
## 2649 1975 Hip CompShg MetalSd MetalSd None
## 2650 1976 Gable CompShg Plywood Brk Cmn None
## 2651 1976 Gable CompShg Plywood Brk Cmn None
## 2652 2006 Hip CompShg VinylSd VinylSd Stone
## 2653 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2654 2006 Hip CompShg VinylSd VinylSd Stone
## 2655 2005 Hip CompShg VinylSd VinylSd BrkFace
## 2656 2006 Hip CompShg VinylSd VinylSd BrkFace
## 2657 2006 Gable CompShg MetalSd MetalSd BrkFace
## 2658 2006 Gable CompShg CemntBd CmentBd None
## 2659 2006 Gable CompShg VinylSd VinylSd None
## 2660 2006 Hip CompShg MetalSd MetalSd BrkFace
## 2661 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2662 2005 Hip CompShg MetalSd MetalSd BrkFace
## 2663 2004 Gable CompShg VinylSd VinylSd BrkFace
## 2664 2005 Hip CompShg MetalSd MetalSd BrkFace
## 2665 2006 Hip CompShg MetalSd MetalSd BrkFace
## 2666 2006 Hip CompShg MetalSd MetalSd BrkFace
## 2667 2006 Gable CompShg VinylSd VinylSd None
## 2668 2006 Gable CompShg VinylSd VinylSd None
## 2669 2006 Gable CompShg VinylSd VinylSd None
## 2670 2005 Gable CompShg VinylSd VinylSd BrkFace
## 2671 2006 Gable CompShg VinylSd VinylSd None
## 2672 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2673 2002 Gable CompShg VinylSd VinylSd BrkFace
## 2674 2004 Hip CompShg VinylSd VinylSd BrkFace
## 2675 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2676 2005 Gable CompShg VinylSd VinylSd None
## 2677 2000 Gable CompShg VinylSd VinylSd None
## 2678 2006 Gable CompShg VinylSd VinylSd None
## 2679 1998 Gable CompShg VinylSd VinylSd BrkFace
## 2680 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2681 2000 Gable CompShg VinylSd VinylSd BrkFace
## 2682 1995 Hip CompShg VinylSd VinylSd BrkFace
## 2683 1994 Hip CompShg MetalSd MetalSd BrkFace
## 2684 1995 Gable CompShg VinylSd VinylSd BrkFace
## 2685 1993 Gable CompShg HdBoard ImStucc BrkFace
## 2686 2006 Gable CompShg CemntBd CmentBd Stone
## 2687 2006 Gable CompShg VinylSd VinylSd None
## 2688 2006 Gable CompShg VinylSd VinylSd BrkFace
## 2689 2006 Gable CompShg VinylSd VinylSd None
## 2690 2006 Gable CompShg VinylSd VinylSd None
## MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1461 0 TA TA CBlock TA TA No
## 1462 108 TA TA CBlock TA TA No
## 1463 0 TA TA PConc Gd TA No
## 1464 20 TA TA PConc TA TA No
## 1465 0 Gd TA PConc Gd TA No
## 1466 0 TA TA PConc Gd TA No
## 1467 0 TA Gd PConc Gd TA No
## 1468 0 TA TA PConc Gd TA No
## 1469 0 TA TA PConc Gd TA Gd
## 1470 0 TA TA CBlock TA TA No
## 1471 0 Gd TA PConc Gd TA No
## 1472 504 TA TA CBlock TA TA No
## 1473 492 TA TA CBlock TA TA No
## 1474 0 TA TA CBlock TA TA No
## 1475 0 TA TA CBlock Gd TA No
## 1476 162 Ex TA PConc Ex TA No
## 1477 256 Gd TA PConc Gd TA No
## 1478 615 Gd TA PConc Ex TA No
## 1479 240 Gd TA PConc Ex TA No
## 1480 1095 Ex TA PConc Ex TA Gd
## 1481 232 Gd TA PConc Gd TA Gd
## 1482 178 Gd TA PConc Gd TA Mn
## 1483 0 Gd TA PConc Gd TA No
## 1484 14 Gd TA PConc Gd TA Av
## 1485 0 Gd TA PConc Gd TA No
## 1486 0 Gd TA PConc Gd TA No
## 1487 114 Gd TA PConc Ex TA No
## 1488 226 Gd TA PConc Gd TA None
## 1489 0 Gd TA PConc Gd TA No
## 1490 0 Gd TA PConc Ex TA No
## 1491 122 Gd TA PConc Gd TA Av
## 1492 0 TA Fa BrkTil TA TA No
## 1493 250 TA Gd CBlock TA TA Gd
## 1494 504 Gd TA PConc Gd TA No
## 1495 180 Gd TA PConc Gd TA No
## 1496 0 Gd TA PConc Ex TA Av
## 1497 0 Gd TA PConc Gd TA No
## 1498 120 Gd TA PConc Gd TA Av
## 1499 0 Gd TA PConc Gd TA No
## 1500 216 Gd TA PConc Gd TA No
## 1501 1159 Gd TA PConc Gd TA No
## 1502 0 Gd TA PConc Gd TA No
## 1503 0 Gd TA PConc Ex Po No
## 1504 0 Gd TA PConc Gd TA No
## 1505 0 Gd TA PConc Gd TA No
## 1506 120 TA TA CBlock TA TA No
## 1507 0 TA TA PConc Gd TA Mn
## 1508 0 TA TA PConc Gd TA Mn
## 1509 0 TA TA CBlock TA TA No
## 1510 172 TA TA CBlock TA TA No
## 1511 0 TA TA PConc Gd TA No
## 1512 268 TA TA CBlock TA TA No
## 1513 0 TA TA CBlock TA TA No
## 1514 144 TA TA CBlock TA TA No
## 1515 265 Gd TA CBlock TA TA No
## 1516 340 TA Gd CBlock TA TA No
## 1517 216 TA TA CBlock TA TA Gd
## 1518 0 TA TA CBlock TA TA No
## 1519 506 Gd TA PConc Gd TA No
## 1520 150 TA TA CBlock TA TA No
## 1521 91 TA TA CBlock TA TA No
## 1522 432 TA TA CBlock TA TA No
## 1523 0 TA TA CBlock TA TA No
## 1524 0 TA TA CBlock TA TA No
## 1525 0 TA Gd CBlock TA TA No
## 1526 0 TA TA CBlock TA TA Av
## 1527 0 TA TA BrkTil TA TA No
## 1528 0 TA TA CBlock TA TA No
## 1529 0 TA TA CBlock TA TA No
## 1530 218 TA TA CBlock TA TA Gd
## 1531 771 TA TA PConc TA TA No
## 1532 0 TA TA PConc TA TA No
## 1533 0 TA TA CBlock TA TA Mn
## 1534 0 TA TA PConc Gd TA No
## 1535 0 TA Gd BrkTil TA TA No
## 1536 0 TA TA BrkTil TA TA No
## 1537 0 TA Fa BrkTil Fa Fa No
## 1538 0 Gd Gd BrkTil TA TA No
## 1539 0 Gd Gd Stone Fa Fa No
## 1540 0 TA Fa BrkTil TA TA Mn
## 1541 0 TA TA CBlock Fa TA No
## 1542 0 TA Gd CBlock TA TA No
## 1543 0 TA TA BrkTil Gd TA No
## 1544 0 TA TA BrkTil TA TA No
## 1545 0 TA TA BrkTil TA Gd No
## 1546 0 TA Gd CBlock TA TA No
## 1547 300 TA TA CBlock TA TA No
## 1548 0 TA TA CBlock TA TA No
## 1549 0 TA TA CBlock TA Fa No
## 1550 0 TA TA BrkTil TA TA No
## 1551 0 TA TA BrkTil Fa Fa No
## 1552 0 TA Fa CBlock TA TA No
## 1553 0 Gd Gd PConc TA TA No
## 1554 0 TA Gd BrkTil TA TA No
## 1555 90 TA TA CBlock Gd TA No
## 1557 0 Fa Fa BrkTil TA TA No
## 1558 0 TA TA CBlock Fa TA No
## 1559 0 TA TA CBlock TA TA No
## 1560 0 TA Gd BrkTil TA TA Mn
## 1561 72 Fa Fa CBlock TA TA No
## 1562 47 TA TA CBlock TA TA Mn
## 1563 0 TA TA CBlock TA TA No
## 1564 0 TA TA CBlock Gd TA Av
## 1565 0 TA Gd CBlock TA Gd No
## 1566 0 Gd Gd CBlock Gd TA Gd
## 1567 0 TA TA BrkTil Fa TA No
## 1568 288 TA TA PConc Gd TA Av
## 1569 0 TA TA CBlock TA TA Mn
## 1570 0 TA TA CBlock TA TA No
## 1571 0 TA TA CBlock TA Fa No
## 1572 0 TA TA CBlock TA TA Av
## 1573 96 Gd TA PConc Gd TA Gd
## 1574 0 TA Fa CBlock TA TA Mn
## 1575 177 Gd TA CBlock Gd TA Gd
## 1576 85 Gd Gd PConc Gd TA No
## 1577 80 Gd TA PConc Gd TA No
## 1578 0 TA TA PConc Fa Gd No
## 1579 0 TA Gd PConc Gd Fa Av
## 1580 0 TA TA PConc Gd TA No
## 1581 0 Gd Gd CBlock Gd TA No
## 1582 0 TA TA CBlock TA TA Av
## 1583 320 Gd TA PConc Gd TA No
## 1584 0 Gd TA PConc Gd TA No
## 1585 170 Gd TA PConc Gd TA Av
## 1586 0 TA Gd CBlock None None None
## 1587 0 TA Gd CBlock Fa TA No
## 1588 0 TA TA CBlock Gd TA Gd
## 1589 0 TA TA CBlock TA TA No
## 1590 0 TA TA CBlock TA TA Av
## 1591 0 TA TA CBlock TA TA No
## 1592 203 TA TA BrkTil TA TA Mn
## 1593 0 TA TA CBlock TA TA No
## 1594 0 TA TA Slab None None None
## 1595 0 TA TA PConc TA Fa No
## 1596 371 Gd Gd BrkTil Gd TA No
## 1597 430 TA Gd CBlock TA TA No
## 1598 44 TA TA PConc Gd TA No
## 1599 0 Gd TA CBlock Gd TA Gd
## 1600 0 Gd TA CBlock Gd TA Av
## 1601 0 TA TA BrkTil TA TA No
## 1602 0 TA TA BrkTil TA TA Mn
## 1603 0 Fa Fa CBlock TA TA No
## 1604 186 Gd TA PConc Ex TA Gd
## 1605 0 Gd TA PConc Gd TA No
## 1606 0 TA TA CBlock TA TA No
## 1607 0 TA TA CBlock TA TA No
## 1608 60 Gd TA PConc Gd TA No
## 1609 0 Gd TA PConc Gd TA No
## 1610 0 TA TA PConc Gd TA No
## 1611 0 TA TA CBlock TA TA No
## 1612 0 TA TA PConc Ex TA Av
## 1613 0 TA TA PConc Gd TA No
## 1614 0 TA TA CBlock Gd TA Gd
## 1615 0 TA TA CBlock TA TA No
## 1616 0 TA TA CBlock TA TA No
## 1617 0 TA TA CBlock TA TA No
## 1618 0 TA Gd CBlock TA TA No
## 1619 0 TA TA CBlock Gd TA Mn
## 1620 0 TA Po PConc TA TA No
## 1621 0 TA TA PConc Gd TA No
## 1622 0 TA TA CBlock TA TA Av
## 1623 0 Gd Gd PConc Gd Gd Gd
## 1624 0 Gd Gd PConc Gd TA Mn
## 1625 0 TA TA CBlock Fa Fa No
## 1626 440 TA TA CBlock TA TA No
## 1627 0 TA TA PConc Gd TA No
## 1628 188 Gd TA PConc Gd TA Gd
## 1629 32 TA TA PConc Gd TA No
## 1630 0 Gd TA PConc Ex TA Av
## 1631 0 TA TA PConc Gd TA Av
## 1632 0 Gd TA PConc Gd TA No
## 1633 0 Gd TA PConc Gd TA No
## 1634 0 Gd TA PConc Gd TA No
## 1635 0 TA TA PConc Gd TA No
## 1636 45 TA TA PConc Gd TA No
## 1637 157 TA TA PConc Gd TA No
## 1638 256 TA TA CBlock Gd TA No
## 1639 101 TA TA PConc TA TA No
## 1640 229 TA TA CBlock Gd TA No
## 1641 144 TA TA PConc TA TA No
## 1642 0 Gd TA PConc Gd TA Mn
## 1643 0 Gd TA PConc Gd TA No
## 1644 0 Gd TA PConc Gd TA No
## 1645 161 TA TA CBlock Gd TA Av
## 1646 196 TA TA CBlock TA TA No
## 1647 0 TA TA CBlock TA TA No
## 1648 0 TA TA CBlock TA TA No
## 1649 178 TA TA CBlock Gd TA No
## 1650 0 TA TA CBlock TA TA No
## 1651 0 TA Gd CBlock TA TA No
## 1652 504 TA TA CBlock TA TA No
## 1653 425 TA TA CBlock TA TA No
## 1654 0 TA TA CBlock Gd TA No
## 1655 0 TA TA CBlock Gd TA No
## 1656 0 TA TA CBlock Gd TA No
## 1657 0 TA TA CBlock Gd TA No
## 1658 0 Gd TA CBlock Gd TA No
## 1659 0 TA TA CBlock TA TA No
## 1660 165 Gd TA PConc TA TA No
## 1661 726 Ex TA PConc Ex TA No
## 1662 0 Gd TA PConc Ex TA No
## 1663 450 Ex TA PConc Ex TA Av
## 1664 472 Ex TA PConc Ex TA Gd
## 1665 302 Ex TA PConc Ex TA No
## 1666 238 Gd TA PConc Ex TA Gd
## 1667 20 Gd TA PConc Ex TA Av
## 1668 284 Ex TA PConc Ex TA Mn
## 1669 122 Gd TA PConc Ex Gd Av
## 1670 285 Ex TA PConc Ex TA No
## 1671 418 Gd TA PConc Gd TA No
## 1672 724 Gd TA PConc Ex TA No
## 1673 186 Gd TA PConc Gd TA No
## 1674 383 Gd TA PConc Gd TA No
## 1675 240 Gd TA PConc Gd TA Av
## 1676 135 Gd TA PConc Gd TA Av
## 1677 176 Gd TA PConc Gd TA No
## 1678 730 Ex TA PConc Ex TA Gd
## 1679 470 Gd TA PConc Ex TA Gd
## 1680 308 Ex TA PConc Ex TA No
## 1681 500 Ex TA PConc Ex TA No
## 1682 270 Gd TA PConc Ex TA Gd
## 1683 163 Gd TA PConc Gd TA No
## 1684 0 Gd TA PConc Gd Gd No
## 1685 0 Gd TA PConc Gd TA Av
## 1686 16 Gd TA PConc Gd TA Av
## 1687 0 Gd TA PConc Gd TA Mn
## 1688 200 Gd TA PConc Gd TA No
## 1689 0 Gd TA PConc Gd TA Mn
## 1690 0 Gd TA PConc Gd TA No
## 1691 0 Gd TA PConc Gd TA No
## 1692 None Gd TA PConc Ex TA No
## 1693 0 Gd TA PConc Gd TA Mn
## 1694 0 TA TA PConc Gd TA No
## 1695 0 TA TA PConc Gd TA No
## 1696 210 Gd TA PConc Gd TA No
## 1697 0 TA TA PConc TA TA No
## 1698 150 Gd TA PConc Gd TA Mn
## 1699 634 Gd TA PConc Gd TA Av
## 1700 286 Gd TA PConc Gd TA No
## 1701 372 Gd TA PConc Gd TA No
## 1702 240 Gd TA PConc Gd TA Mn
## 1703 294 Gd TA PConc Gd TA No
## 1704 260 Gd TA PConc Gd TA Av
## 1705 206 Gd TA PConc Ex TA Av
## 1706 198 Ex TA PConc Ex TA Gd
## 1707 None Gd TA PConc Ex TA No
## 1708 0 Gd TA PConc Gd TA No
## 1709 120 Gd TA PConc Gd TA Av
## 1710 238 Gd TA PConc Gd TA No
## 1711 121 Gd TA PConc Ex Gd No
## 1712 288 Gd TA PConc Gd TA No
## 1713 0 Gd TA PConc Gd TA No
## 1714 0 Gd TA PConc Gd TA No
## 1715 0 Gd TA PConc Gd TA No
## 1716 0 Gd TA PConc Gd TA No
## 1717 0 Gd TA PConc Gd Gd No
## 1718 0 TA TA PConc Gd TA No
## 1719 0 Gd TA PConc Gd TA Gd
## 1720 264 Gd TA PConc Gd TA Gd
## 1721 0 Gd TA PConc Gd TA No
## 1722 0 TA TA PConc Gd TA No
## 1723 0 TA TA PConc Gd TA No
## 1724 140 Gd TA PConc Gd TA No
## 1725 132 Gd TA PConc Gd TA No
## 1726 0 Gd Gd PConc Gd Gd No
## 1727 0 Gd TA PConc Gd TA No
## 1728 0 Gd TA PConc Gd TA No
## 1729 141 TA Gd CBlock Gd TA No
## 1730 0 TA TA Slab None None None
## 1731 0 TA TA CBlock TA TA No
## 1732 0 TA TA CBlock TA TA No
## 1733 0 TA TA CBlock TA TA No
## 1734 0 TA TA CBlock TA TA No
## 1735 0 Gd Gd CBlock TA TA No
## 1736 60 TA TA CBlock TA TA No
## 1737 115 Gd Gd CBlock Gd Gd Gd
## 1738 196 Gd Gd PConc Gd TA No
## 1739 0 Gd TA PConc Gd TA No
## 1740 280 Gd TA PConc Gd TA No
## 1741 252 Gd TA PConc Gd TA No
## 1742 513 Gd TA PConc Gd TA No
## 1743 218 Gd TA PConc Gd TA No
## 1744 450 Ex Ex CBlock Gd Gd Gd
## 1745 0 Gd TA CBlock Gd TA Mn
## 1746 200 Gd Gd CBlock TA TA No
## 1747 0 TA TA CBlock TA TA Mn
## 1748 256 TA TA PConc TA TA No
## 1749 128 TA TA CBlock Gd TA Mn
## 1750 200 TA TA CBlock TA TA Av
## 1751 283 TA Gd PConc Gd TA No
## 1752 0 TA TA PConc TA TA No
## 1753 0 TA TA CBlock TA TA No
## 1754 252 TA TA CBlock TA TA No
## 1755 509 TA TA CBlock Gd TA Av
## 1756 0 TA TA CBlock TA TA No
## 1757 0 TA TA CBlock TA TA No
## 1758 160 TA TA CBlock TA TA No
## 1759 70 TA Gd CBlock TA TA No
## 1760 217 TA TA CBlock TA TA No
## 1761 144 TA Gd CBlock TA TA No
## 1762 0 TA Gd CBlock TA TA No
## 1763 90 TA TA CBlock TA TA Gd
## 1764 0 TA TA CBlock TA TA No
## 1765 0 Gd TA CBlock TA TA No
## 1766 3 TA TA CBlock TA TA No
## 1767 210 TA Gd CBlock TA TA No
## 1768 164 Gd TA CBlock TA TA No
## 1769 128 TA TA CBlock TA TA No
## 1770 0 Gd TA CBlock TA TA No
## 1771 0 TA TA CBlock TA TA No
## 1772 0 TA TA CBlock TA TA No
## 1773 0 TA TA CBlock TA TA No
## 1774 657 TA TA PConc TA TA No
## 1775 80 TA TA CBlock TA TA No
## 1776 0 TA TA CBlock TA TA No
## 1777 0 TA Gd CBlock TA TA No
## 1778 0 Gd TA CBlock TA TA No
## 1779 140 TA TA Slab None None None
## 1780 0 TA TA CBlock TA TA Mn
## 1781 0 TA TA CBlock TA TA No
## 1782 0 TA TA CBlock TA TA No
## 1783 0 TA Gd BrkTil TA TA No
## 1784 0 Gd Gd BrkTil Fa TA No
## 1785 0 TA TA BrkTil TA TA No
## 1786 0 TA TA BrkTil TA TA No
## 1787 0 Gd Gd PConc TA TA No
## 1788 0 Fa TA PConc Fa TA No
## 1789 0 TA TA BrkTil TA TA No
## 1790 0 TA TA BrkTil TA TA No
## 1791 480 TA TA CBlock TA TA No
## 1792 295 TA TA CBlock TA TA No
## 1793 0 Fa TA CBlock TA Fa No
## 1794 0 Gd Gd CBlock TA TA Mn
## 1795 143 TA TA CBlock TA TA No
## 1796 82 TA TA CBlock Gd TA Gd
## 1797 0 TA TA CBlock TA TA Av
## 1798 0 TA TA CBlock TA TA No
## 1799 0 TA Gd CBlock TA Gd No
## 1800 0 TA TA CBlock Gd TA Av
## 1801 0 TA TA CBlock TA TA No
## 1802 0 TA TA CBlock TA TA No
## 1803 420 TA TA CBlock TA TA No
## 1804 124 TA Gd CBlock Gd TA Av
## 1805 0 TA TA CBlock TA TA No
## 1806 0 TA TA PConc TA TA No
## 1807 0 TA TA CBlock TA TA Mn
## 1808 0 TA Gd CBlock TA TA No
## 1809 0 Gd TA CBlock TA TA No
## 1810 0 TA TA BrkTil TA TA No
## 1811 0 Fa TA BrkTil Fa Po No
## 1812 0 TA TA BrkTil Fa TA No
## 1813 0 TA Ex CBlock TA TA No
## 1814 0 TA TA BrkTil Fa TA No
## 1815 0 TA Gd BrkTil None None None
## 1816 0 Gd TA PConc Fa TA No
## 1817 0 Gd Gd BrkTil Fa TA No
## 1818 0 TA TA BrkTil Fa Gd Mn
## 1819 0 TA TA BrkTil TA TA No
## 1820 0 TA TA BrkTil TA TA No
## 1821 0 Fa TA BrkTil TA TA No
## 1822 0 TA TA PConc TA TA No
## 1823 0 TA Fa CBlock Fa TA No
## 1824 0 TA TA BrkTil TA TA No
## 1825 0 TA TA CBlock TA TA No
## 1826 444 TA TA BrkTil TA TA No
## 1827 0 TA TA BrkTil TA TA No
## 1828 0 TA TA BrkTil TA Fa No
## 1829 0 TA Fa BrkTil TA TA No
## 1830 0 TA TA PConc TA TA No
## 1831 0 TA Gd BrkTil TA TA No
## 1832 0 TA TA BrkTil TA Fa No
## 1833 0 TA TA CBlock TA Fa No
## 1834 0 TA TA BrkTil TA TA No
## 1835 188 TA Fa BrkTil TA Fa No
## 1836 0 TA Fa BrkTil TA TA No
## 1837 0 TA Gd PConc Gd Fa Av
## 1838 0 TA Gd CBlock TA TA No
## 1839 0 TA Gd CBlock Fa TA No
## 1840 0 TA Gd CBlock Gd Gd Gd
## 1841 0 TA TA PConc Gd Gd Gd
## 1842 0 TA TA PConc TA TA No
## 1843 172 TA TA CBlock TA TA No
## 1844 23 TA TA CBlock Gd TA Gd
## 1845 0 TA TA CBlock TA Gd No
## 1846 54 TA TA CBlock TA TA Av
## 1847 366 TA TA CBlock TA TA Mn
## 1848 0 TA TA Slab None None None
## 1849 0 TA TA CBlock None None None
## 1850 0 TA TA CBlock TA TA No
## 1851 0 TA TA CBlock TA TA No
## 1852 0 TA TA CBlock Gd TA No
## 1853 149 Gd TA CBlock Gd TA Mn
## 1854 0 Gd TA PConc Gd TA No
## 1855 100 Gd TA CBlock Gd TA Av
## 1856 0 Gd Gd PConc Gd Gd No
## 1857 0 Gd TA PConc None None None
## 1858 0 TA TA Slab None None None
## 1859 0 TA TA Slab None None None
## 1860 216 TA TA CBlock Gd TA Av
## 1861 0 TA TA Slab None None None
## 1862 23 TA TA PConc Ex TA No
## 1863 23 TA TA PConc Ex TA No
## 1864 23 TA TA PConc Ex TA No
## 1865 242 Ex TA PConc Ex TA Gd
## 1866 364 Ex TA PConc Ex TA Gd
## 1867 0 Gd TA PConc Gd TA Av
## 1868 352 Gd TA PConc Ex TA Av
## 1869 0 Gd TA PConc Gd TA Av
## 1870 140 Gd TA PConc Gd TA Av
## 1871 76 Gd TA PConc Ex TA Gd
## 1872 0 Gd TA PConc Gd TA Av
## 1873 0 Gd TA PConc Gd TA Av
## 1874 0 TA Gd PConc TA TA No
## 1875 0 TA TA PConc Gd TA Mn
## 1876 120 TA TA PConc Gd TA No
## 1877 68 Gd TA PConc Gd TA No
## 1878 180 Gd TA PConc Gd TA Mn
## 1879 76 TA TA BrkTil Gd TA Av
## 1880 40 TA TA CBlock TA TA No
## 1881 0 Gd TA PConc Gd TA Av
## 1882 198 Gd TA PConc Gd TA Av
## 1883 None Gd TA PConc Gd TA No
## 1884 0 Gd TA PConc Gd TA No
## 1885 260 Gd TA PConc Gd TA Gd
## 1886 164 Gd TA PConc Ex TA Gd
## 1887 209 Gd TA PConc Gd TA Av
## 1888 180 Gd TA PConc Gd TA Av
## 1889 0 Gd TA PConc Gd TA No
## 1890 0 TA TA CBlock TA TA No
## 1891 80 TA TA Wood Gd TA Gd
## 1892 0 TA TA CBlock TA TA No
## 1893 0 TA TA CBlock Fa TA Mn
## 1894 74 TA TA CBlock TA TA No
## 1895 259 TA TA CBlock TA TA No
## 1896 0 TA TA CBlock TA TA No
## 1897 88 TA TA PConc TA Fa No
## 1898 0 TA TA BrkTil TA TA No
## 1899 0 Gd TA BrkTil TA TA No
## 1900 0 TA TA BrkTil TA Fa Mn
## 1901 0 TA TA CBlock TA TA No
## 1902 0 TA TA CBlock TA TA No
## 1903 0 TA TA BrkTil TA TA No
## 1904 0 TA Gd BrkTil TA TA Mn
## 1905 132 TA TA CBlock TA TA No
## 1906 0 TA TA BrkTil TA TA No
## 1907 420 TA TA PConc TA TA Av
## 1908 0 TA TA CBlock TA TA No
## 1909 0 TA Gd CBlock Gd TA Mn
## 1910 0 TA TA CBlock Gd TA No
## 1911 242 TA Gd CBlock TA TA No
## 1912 0 Gd Gd CBlock Gd TA No
## 1913 0 TA TA BrkTil TA TA No
## 1914 0 TA TA BrkTil TA TA No
## 1915 174 Ex TA PConc Ex TA Gd
## 1917 0 Gd TA PConc Gd TA No
## 1918 0 TA TA CBlock TA TA Av
## 1919 0 TA TA CBlock Gd TA Av
## 1920 0 TA TA PConc Gd TA No
## 1921 246 Ex TA CBlock Ex TA Gd
## 1922 406 Ex TA PConc Ex TA Gd
## 1923 0 TA Gd PConc Gd TA No
## 1924 310 TA TA PConc Gd TA Gd
## 1925 0 Gd TA PConc Gd TA No
## 1926 290 Ex TA PConc Ex TA Gd
## 1927 182 TA TA CBlock TA TA No
## 1928 176 TA TA CBlock TA TA No
## 1929 0 TA TA CBlock Gd TA Av
## 1930 0 TA Gd CBlock Gd TA Av
## 1931 0 TA TA PConc Gd TA Av
## 1932 0 TA TA PConc Gd TA No
## 1933 178 Gd Ex CBlock TA TA Gd
## 1934 0 TA TA PConc TA TA No
## 1935 119 TA TA PConc Gd TA No
## 1936 0 TA TA PConc Gd TA Gd
## 1937 0 TA TA PConc Gd TA No
## 1938 0 Gd TA PConc Gd TA No
## 1939 0 Gd TA PConc Ex TA Mn
## 1940 0 Gd TA PConc Gd TA Mn
## 1941 0 TA TA PConc Gd TA No
## 1942 194 TA TA PConc Gd TA No
## 1943 0 Gd TA PConc Gd TA Gd
## 1944 130 Gd TA PConc Ex TA Gd
## 1945 296 Ex TA PConc Ex TA Gd
## 1947 178 Ex TA PConc Ex TA Gd
## 1948 44 TA TA CBlock TA TA No
## 1949 102 Gd TA CBlock Gd Gd Mn
## 1950 174 Gd TA CBlock Gd TA Mn
## 1951 383 Gd Gd CBlock Gd TA No
## 1952 194 Gd TA CBlock Gd Fa No
## 1953 621 TA TA PConc Gd TA No
## 1954 280 TA TA CBlock Gd TA Mn
## 1955 0 TA TA CBlock TA Fa No
## 1956 168 Gd TA PConc Gd TA No
## 1957 120 TA TA CBlock TA TA No
## 1958 402 Gd TA PConc Gd TA No
## 1959 0 TA TA CBlock Gd TA Mn
## 1960 72 TA TA CBlock Gd TA Mn
## 1961 0 TA TA CBlock Gd TA No
## 1962 359 TA TA CBlock TA TA No
## 1963 422 TA TA CBlock TA TA No
## 1964 356 TA TA CBlock TA TA No
## 1965 0 TA TA CBlock Gd TA No
## 1966 0 TA TA CBlock Gd TA No
## 1967 302 Gd TA PConc Ex TA No
## 1968 554 Gd TA PConc Ex TA Gd
## 1969 480 Ex TA PConc Ex TA Gd
## 1970 270 Gd TA PConc Ex TA Gd
## 1971 468 Ex TA PConc Ex TA Gd
## 1972 368 Gd TA PConc Ex TA Av
## 1973 108 Ex TA PConc Gd TA Av
## 1974 126 Gd TA PConc Ex TA No
## 1975 680 Ex TA PConc Ex TA Gd
## 1976 504 Gd TA PConc Gd TA Mn
## 1977 1110 Gd TA PConc Ex TA Mn
## 1978 221 Gd TA PConc Ex TA Gd
## 1979 492 Ex TA PConc Gd TA No
## 1980 144 Gd TA PConc Gd TA No
## 1981 714 Ex TA PConc Ex TA No
## 1982 176 Gd TA PConc Gd TA No
## 1983 196 Gd TA PConc Gd TA No
## 1984 106 Gd TA PConc Gd TA No
## 1985 143 Gd TA PConc Gd TA Gd
## 1986 24 Gd TA PConc Gd TA No
## 1987 20 Gd TA PConc Gd TA Gd
## 1988 0 Gd TA PConc Gd TA No
## 1989 0 Gd TA PConc Gd TA No
## 1990 196 Gd TA PConc Gd TA No
## 1991 176 Gd TA PConc Gd TA No
## 1992 647 Gd TA PConc Gd TA Av
## 1993 None Gd TA PConc Gd TA No
## 1994 0 Gd TA PConc Gd TA No
## 1995 0 TA TA PConc Gd TA No
## 1996 1290 Gd TA PConc Gd TA No
## 1997 295 Gd TA PConc Ex TA Mn
## 1998 495 Gd TA PConc Gd TA Av
## 1999 0 Gd TA PConc Ex TA No
## 2000 466 Gd TA PConc Gd TA Av
## 2001 320 Gd TA PConc Gd TA Av
## 2002 128 Gd TA PConc Ex TA No
## 2003 156 Gd TA PConc Gd TA Av
## 2004 310 Gd TA PConc Gd TA Av
## 2005 None Gd TA PConc Ex TA No
## 2006 0 Gd TA PConc Gd TA No
## 2007 292 Gd TA PConc Gd TA Av
## 2008 210 Gd TA PConc Gd TA No
## 2009 0 Gd TA PConc Gd TA Mn
## 2010 95 Gd TA PConc Gd TA Av
## 2011 126 TA TA PConc Gd Gd No
## 2012 0 Gd TA PConc Gd TA Mn
## 2013 38 Gd TA PConc Gd TA No
## 2014 120 Gd TA PConc Gd TA No
## 2015 145 Gd TA PConc Gd TA Av
## 2016 0 Gd TA PConc Gd TA No
## 2017 0 Gd TA PConc Gd TA No
## 2018 0 TA TA PConc TA Gd No
## 2019 0 TA Gd CBlock TA TA No
## 2020 0 TA TA CBlock TA Fa Mn
## 2021 0 TA TA CBlock Gd Gd No
## 2022 144 TA TA CBlock TA TA Av
## 2023 0 TA Gd CBlock Gd TA No
## 2024 304 Gd TA PConc Gd TA No
## 2025 568 Gd TA PConc Gd TA Gd
## 2026 0 Gd TA PConc Gd TA No
## 2027 0 Gd TA PConc Gd TA No
## 2028 0 Gd TA PConc Gd TA No
## 2029 216 TA TA PConc Gd TA No
## 2030 260 Gd TA PConc Gd TA Av
## 2031 179 Gd TA PConc Ex TA Av
## 2032 0 Gd TA PConc Ex TA Av
## 2033 260 Gd TA PConc Gd TA Av
## 2034 216 Gd TA PConc Gd TA No
## 2035 513 TA TA PConc TA TA No
## 2036 466 Gd TA PConc Gd TA No
## 2037 456 Gd TA PConc Gd TA No
## 2038 0 Ex TA PConc Gd TA Mn
## 2039 0 Gd TA PConc Gd TA Gd
## 2040 1050 Gd Gd CBlock Gd TA No
## 2041 0 Ex Ex CBlock Gd None Mn
## 2042 None Gd TA PConc Gd TA No
## 2043 0 TA TA CBlock TA TA Av
## 2044 0 TA TA CBlock TA TA No
## 2045 0 TA TA CBlock TA TA No
## 2046 0 TA TA CBlock TA TA No
## 2047 0 TA TA CBlock TA TA No
## 2048 0 Gd TA CBlock TA TA No
## 2049 0 TA TA CBlock TA TA No
## 2050 0 TA TA CBlock Gd Gd No
## 2051 0 TA TA Slab None None None
## 2052 0 TA Gd CBlock TA TA No
## 2053 0 TA TA CBlock TA TA No
## 2054 0 TA TA PConc TA TA No
## 2055 203 Fa Fa CBlock TA TA No
## 2056 0 TA Gd CBlock TA TA No
## 2057 88 TA TA CBlock TA TA No
## 2058 410 Gd Gd CBlock TA TA No
## 2059 143 TA TA CBlock TA TA No
## 2060 0 TA TA CBlock TA TA No
## 2061 187 TA TA CBlock TA TA No
## 2062 0 TA TA CBlock TA TA No
## 2063 52 TA TA CBlock TA TA No
## 2064 84 TA TA CBlock TA TA No
## 2065 0 TA TA PConc TA TA No
## 2066 360 TA TA CBlock TA TA No
## 2067 0 TA TA BrkTil None None None
## 2068 0 TA TA CBlock TA TA No
## 2069 0 TA TA Slab None None None
## 2070 0 TA Gd PConc TA TA No
## 2071 0 Gd TA PConc TA TA No
## 2072 0 TA TA BrkTil TA TA No
## 2073 0 TA TA CBlock TA TA No
## 2074 125 TA TA CBlock TA TA No
## 2075 276 TA TA CBlock TA TA Gd
## 2076 0 TA TA CBlock Fa TA No
## 2077 0 TA TA PConc TA TA No
## 2078 0 TA TA CBlock TA TA No
## 2079 0 TA TA CBlock TA TA No
## 2080 0 TA TA CBlock TA TA No
## 2081 0 TA TA CBlock TA TA No
## 2082 0 TA TA CBlock TA TA Av
## 2083 0 TA Gd CBlock TA TA Mn
## 2084 0 TA TA CBlock TA TA No
## 2085 0 TA TA CBlock TA TA No
## 2086 0 TA TA PConc TA TA No
## 2087 0 TA TA BrkTil TA TA No
## 2088 0 TA TA BrkTil TA Fa No
## 2089 0 TA TA CBlock Fa TA No
## 2090 0 Gd TA BrkTil TA TA No
## 2091 0 TA TA Stone TA TA No
## 2092 0 TA Gd BrkTil TA TA No
## 2093 0 Fa Fa BrkTil TA TA No
## 2094 0 Gd TA CBlock TA TA No
## 2095 0 TA TA CBlock TA TA No
## 2096 0 TA TA BrkTil TA Gd No
## 2097 0 TA TA BrkTil Fa TA No
## 2098 0 TA TA CBlock TA TA No
## 2099 0 TA Gd BrkTil TA TA No
## 2100 0 TA TA BrkTil Fa Fa No
## 2101 0 TA Fa BrkTil Fa TA No
## 2102 0 TA TA BrkTil TA TA No
## 2103 0 TA TA CBlock TA TA No
## 2104 0 TA TA BrkTil TA TA No
## 2105 0 Gd TA BrkTil Fa TA No
## 2106 0 Fa Fa BrkTil Fa Fa No
## 2107 0 TA TA BrkTil TA TA Mn
## 2108 164 TA TA CBlock TA TA No
## 2109 0 TA TA CBlock TA TA No
## 2110 0 Gd Gd BrkTil TA TA No
## 2111 0 TA TA CBlock TA Fa No
## 2112 0 TA TA BrkTil TA TA No
## 2113 0 TA Gd CBlock TA TA No
## 2114 0 TA Gd BrkTil TA TA No
## 2115 0 TA TA CBlock TA TA No
## 2116 0 TA Fa BrkTil TA Fa No
## 2117 0 TA Gd BrkTil TA TA No
## 2118 0 TA TA CBlock TA TA No
## 2119 0 TA TA BrkTil TA TA No
## 2120 0 TA Gd BrkTil TA TA No
## 2122 0 TA TA PConc TA TA No
## 2123 0 TA Gd CBlock None None None
## 2124 0 TA TA BrkTil TA TA Mn
## 2125 0 TA TA BrkTil TA TA No
## 2126 0 TA Gd BrkTil TA TA No
## 2127 0 TA TA PConc TA TA Mn
## 2128 0 Gd TA BrkTil Gd Gd No
## 2129 0 Gd Gd BrkTil TA TA No
## 2130 0 TA TA CBlock TA TA No
## 2131 0 TA TA BrkTil TA TA No
## 2132 0 TA Fa BrkTil TA Fa No
## 2133 0 TA TA CBlock TA TA No
## 2134 0 TA TA PConc TA TA No
## 2135 0 TA TA BrkTil Fa TA No
## 2136 0 Fa Fa PConc TA Fa No
## 2137 0 Gd TA CBlock TA TA No
## 2138 0 TA TA CBlock Gd TA Av
## 2139 39 TA TA CBlock TA TA Av
## 2140 0 TA Fa CBlock TA TA No
## 2141 40 TA TA CBlock Gd TA Gd
## 2142 340 TA TA CBlock TA TA Mn
## 2143 0 TA TA PConc Gd TA Av
## 2144 0 TA TA PConc TA Fa No
## 2145 0 TA Gd CBlock TA TA No
## 2146 0 TA TA CBlock TA Gd Gd
## 2147 275 TA TA CBlock TA TA Mn
## 2148 0 TA TA BrkTil TA TA No
## 2149 0 TA Gd PConc Gd TA Av
## 2150 0 TA TA CBlock Gd TA Gd
## 2151 0 TA TA CBlock TA TA No
## 2153 0 TA TA CBlock TA TA Av
## 2154 0 TA TA PConc Gd TA Av
## 2155 216 Gd TA CBlock TA TA No
## 2156 190 Gd TA PConc Gd TA No
## 2157 251 Gd TA PConc Gd TA No
## 2158 0 Gd TA PConc Gd TA No
## 2159 0 Gd TA PConc Gd TA Av
## 2160 0 Gd TA PConc Gd TA No
## 2161 156 Gd TA PConc Gd TA Av
## 2162 554 Gd TA PConc Gd TA Gd
## 2163 402 Ex TA PConc Ex TA Av
## 2164 302 Gd TA PConc Gd TA Gd
## 2165 0 TA TA CBlock Gd Gd Gd
## 2166 0 TA TA PConc Gd TA No
## 2167 150 TA TA PConc Gd TA Gd
## 2168 128 TA TA PConc Gd TA No
## 2169 120 Gd TA PConc Gd TA Mn
## 2170 0 Gd TA PConc Gd TA No
## 2171 180 TA TA CBlock Gd TA Mn
## 2172 176 TA TA CBlock TA TA Av
## 2173 0 TA TA CBlock TA TA No
## 2174 227 Gd TA PConc Gd TA No
## 2175 134 Gd TA PConc Gd TA Mn
## 2176 240 Gd TA PConc Ex TA Gd
## 2177 0 Gd TA PConc Gd TA No
## 2178 192 Gd TA PConc Gd TA Av
## 2179 205 Gd TA PConc Gd TA Mn
## 2180 0 TA Gd PConc Gd TA Gd
## 2181 50 Gd TA PConc Gd TA Mn
## 2182 212 Gd TA PConc Gd TA No
## 2183 0 Gd TA PConc Gd TA Av
## 2184 0 TA TA CBlock TA TA No
## 2185 222 TA TA CBlock Gd Gd Gd
## 2186 84 TA TA CBlock TA None No
## 2187 0 TA TA CBlock TA TA Av
## 2188 0 TA TA CBlock TA TA Av
## 2190 0 TA Fa PConc None None None
## 2191 58 TA TA Slab None None None
## 2192 0 TA TA CBlock TA TA Av
## 2193 0 TA TA PConc TA TA No
## 2194 0 TA Gd Slab None None None
## 2195 115 TA TA CBlock Gd TA No
## 2196 0 TA TA CBlock Ex TA Av
## 2197 0 TA TA PConc TA TA No
## 2198 174 TA TA BrkTil TA TA No
## 2199 0 TA TA BrkTil TA TA No
## 2200 0 TA TA BrkTil TA TA No
## 2201 0 TA TA BrkTil Gd TA No
## 2202 0 Gd Gd PConc Fa TA No
## 2203 0 TA TA BrkTil TA TA No
## 2204 0 TA TA CBlock TA TA No
## 2205 0 TA TA BrkTil TA TA No
## 2206 88 TA Fa PConc TA TA No
## 2207 40 TA TA PConc TA Fa No
## 2208 0 TA Gd CBlock TA Gd No
## 2209 0 TA TA PConc TA TA No
## 2210 0 TA TA CBlock Gd TA No
## 2211 0 TA Gd BrkTil TA TA No
## 2212 0 TA TA CBlock Fa TA No
## 2213 0 TA TA CBlock Gd TA No
## 2214 0 Fa TA CBlock Gd TA Mn
## 2215 0 TA TA BrkTil TA TA No
## 2216 162 TA TA CBlock TA TA No
## 2218 0 TA TA Stone None Fa No
## 2219 0 TA TA PConc None TA No
## 2220 0 TA TA Stone Fa Fa Mn
## 2221 186 Ex TA PConc Ex TA Gd
## 2222 174 Gd TA PConc Ex TA Gd
## 2223 668 Gd TA PConc Ex TA Mn
## 2224 0 TA TA PConc Gd TA Mn
## 2225 0 TA TA CBlock None None None
## 2226 0 TA TA PConc Gd TA No
## 2227 340 Gd TA CBlock Gd TA Av
## 2228 258 Gd TA PConc Ex TA Gd
## 2229 0 Gd TA PConc Gd TA Av
## 2230 0 TA TA PConc Gd TA No
## 2231 60 Gd TA PConc Gd TA Av
## 2232 128 TA TA CBlock Gd TA No
## 2233 228 Gd Gd CBlock Gd Gd Av
## 2234 206 Gd TA PConc Ex TA Av
## 2235 0 Gd TA PConc Ex TA Mn
## 2236 0 Gd TA PConc Gd TA Av
## 2237 674 Gd TA PConc Ex TA Av
## 2238 200 TA Gd PConc Gd Gd Gd
## 2239 0 TA TA PConc Gd TA No
## 2240 197 TA TA PConc Ex TA No
## 2241 98 TA TA CBlock Gd TA Av
## 2242 0 TA TA PConc Gd TA No
## 2243 0 TA TA PConc Gd TA No
## 2244 0 TA Gd CBlock Gd TA Av
## 2245 0 TA TA CBlock Gd TA Gd
## 2246 0 TA Gd CBlock TA TA No
## 2247 0 TA Gd CBlock TA TA No
## 2248 0 TA Gd CBlock TA TA No
## 2249 0 TA TA CBlock TA TA No
## 2250 0 TA TA CBlock TA TA No
## 2252 302 TA TA CBlock TA TA No
## 2253 0 TA TA PConc Gd TA No
## 2254 32 TA TA PConc Gd TA No
## 2255 0 TA TA PConc Gd TA No
## 2256 0 Gd TA PConc Gd TA No
## 2257 0 TA TA PConc Gd TA No
## 2258 52 TA TA PConc Gd TA No
## 2259 0 TA TA PConc Gd TA No
## 2260 138 TA TA CBlock TA TA Av
## 2261 0 Gd TA CBlock Gd TA Gd
## 2262 0 Gd TA PConc Gd TA Gd
## 2263 146 Gd TA PConc Ex TA Mn
## 2264 710 Ex TA PConc Ex TA Av
## 2265 0 TA TA CBlock Gd TA Gd
## 2266 165 Gd TA PConc Ex TA Gd
## 2267 945 Gd TA PConc Ex Gd Gd
## 2268 250 Ex TA PConc Ex TA Gd
## 2269 0 TA TA CBlock Gd TA No
## 2270 306 Gd TA CBlock Gd TA No
## 2271 67 TA TA CBlock Gd TA No
## 2272 549 TA TA CBlock Gd TA No
## 2273 98 TA TA CBlock Gd TA No
## 2274 253 TA TA CBlock Gd TA No
## 2275 176 TA TA CBlock TA TA Mn
## 2276 130 TA TA CBlock Gd TA Gd
## 2277 0 TA TA CBlock TA TA No
## 2278 0 TA TA CBlock TA TA No
## 2279 32 TA TA CBlock TA TA No
## 2280 0 TA Gd BrkTil TA TA No
## 2281 0 Gd TA PConc Gd TA Mn
## 2282 0 Gd TA PConc Gd TA No
## 2283 567 TA TA CBlock TA TA No
## 2284 265 TA TA CBlock TA TA No
## 2285 0 TA TA CBlock Gd TA No
## 2286 52 TA TA CBlock TA TA No
## 2287 378 Ex TA PConc Ex TA Gd
## 2288 302 Gd TA PConc Ex TA Mn
## 2289 0 Gd TA PConc Gd TA Gd
## 2290 456 Ex TA PConc Ex TA Gd
## 2291 190 Gd TA PConc Ex TA No
## 2292 400 Ex TA PConc Ex TA Gd
## 2293 456 Ex TA PConc Ex TA Gd
## 2294 365 Gd TA PConc Ex TA Gd
## 2295 970 Ex TA PConc Ex TA Av
## 2296 0 Gd TA PConc Gd TA No
## 2297 120 Ex TA PConc Ex TA Gd
## 2298 510 Ex TA PConc Ex TA Gd
## 2299 502 Gd TA PConc Gd TA Av
## 2300 280 Gd TA PConc Ex TA Mn
## 2301 246 Gd TA PConc Ex TA Av
## 2302 210 Gd TA PConc Gd TA Mn
## 2303 210 Gd TA PConc Gd TA No
## 2304 0 Gd TA PConc Gd TA No
## 2305 182 Gd TA PConc Gd TA Av
## 2306 182 Gd TA PConc Gd TA Av
## 2307 256 Gd TA PConc Gd TA Av
## 2308 108 Gd TA PConc Gd Gd Mn
## 2309 394 Ex TA PConc Ex TA No
## 2310 176 Gd TA PConc Gd TA No
## 2311 235 Gd TA PConc Gd TA No
## 2312 None Gd TA CBlock Gd TA No
## 2313 0 Gd TA PConc Gd TA No
## 2314 44 TA TA PConc Gd TA No
## 2315 0 Gd TA PConc Gd TA No
## 2316 0 Gd TA PConc Gd TA No
## 2317 0 TA TA PConc Gd TA Av
## 2318 22 Gd TA PConc Gd TA Av
## 2319 16 Gd TA PConc Gd TA No
## 2320 0 Gd TA PConc Gd TA No
## 2321 72 Gd TA PConc Gd TA Gd
## 2322 16 Gd TA PConc Gd TA Av
## 2323 0 Gd TA PConc Gd TA Gd
## 2324 0 Gd TA PConc Gd TA No
## 2325 0 Gd TA PConc Gd TA Av
## 2326 None Gd TA PConc Gd TA No
## 2327 16 Gd TA PConc Gd TA No
## 2328 0 Gd TA PConc Gd TA No
## 2329 0 TA TA PConc Gd TA No
## 2330 0 TA TA PConc Gd TA No
## 2331 515 Gd TA PConc Gd TA Av
## 2332 422 Gd TA PConc Ex TA Gd
## 2333 0 Gd TA PConc Gd TA No
## 2334 275 Gd TA PConc Gd TA No
## 2335 309 Gd TA PConc Ex TA No
## 2336 526 Gd Gd PConc Gd TA No
## 2337 0 Gd TA PConc Gd TA No
## 2338 164 Gd TA PConc Gd TA No
## 2339 248 Gd TA PConc Gd TA Mn
## 2340 754 Ex TA PConc Ex TA Av
## 2341 None Gd TA PConc Gd TA No
## 2342 148 Gd TA PConc Gd TA Av
## 2343 143 Gd TA PConc Gd Gd Av
## 2344 0 Gd TA PConc Gd TA No
## 2345 0 Gd TA PConc Gd TA No
## 2346 0 Gd TA PConc Gd TA No
## 2347 0 Gd TA PConc Gd TA No
## 2348 0 Gd TA PConc Gd TA Av
## 2349 0 Gd TA CBlock Gd TA None
## 2350 None Gd TA PConc Ex TA Av
## 2351 0 Ex TA PConc Gd TA Mn
## 2352 298 Gd TA PConc Gd TA Av
## 2353 353 Gd TA PConc Gd TA Av
## 2354 0 TA TA PConc Gd TA No
## 2355 0 Gd TA PConc Gd Gd No
## 2356 126 Gd TA PConc Gd TA No
## 2357 170 Gd TA PConc Gd TA No
## 2358 0 Gd TA PConc Gd TA No
## 2359 0 TA TA CBlock TA TA No
## 2360 0 TA TA CBlock Gd TA No
## 2361 0 TA TA CBlock TA TA No
## 2362 272 Gd TA PConc Gd TA No
## 2363 44 TA TA CBlock Fa TA Gd
## 2364 0 TA TA CBlock Gd TA Mn
## 2365 0 Gd TA PConc Gd TA Av
## 2366 30 Gd TA PConc Gd TA No
## 2367 36 Gd TA PConc Gd TA No
## 2368 0 Gd TA PConc Ex Gd No
## 2369 None Gd TA PConc Gd TA No
## 2370 342 TA TA PConc Gd TA No
## 2371 216 Gd TA PConc Gd TA No
## 2372 0 Gd TA PConc Gd TA No
## 2373 0 Gd TA PConc Ex TA No
## 2374 0 Gd Gd PConc Ex TA Mn
## 2375 0 Gd TA PConc Gd TA Gd
## 2376 600 Gd TA CBlock Gd TA No
## 2377 0 Gd TA CBlock Gd TA Gd
## 2378 41 TA TA CBlock TA TA No
## 2379 525 TA TA CBlock TA TA No
## 2380 0 TA TA PConc Gd TA Av
## 2381 196 TA TA PConc Gd TA No
## 2382 0 TA TA CBlock TA TA No
## 2383 112 TA TA PConc Gd TA No
## 2384 194 Gd TA PConc Gd TA No
## 2385 0 TA TA CBlock TA TA No
## 2386 203 TA TA CBlock TA TA No
## 2387 0 TA TA CBlock TA TA No
## 2388 0 TA TA Slab None None None
## 2389 0 TA TA CBlock TA TA No
## 2390 0 TA TA CBlock TA TA No
## 2391 56 TA Gd CBlock TA TA No
## 2392 0 TA TA CBlock TA TA No
## 2393 202 TA TA CBlock TA TA No
## 2394 98 TA TA CBlock TA TA Gd
## 2395 306 TA Gd CBlock TA TA No
## 2396 212 TA TA CBlock TA TA No
## 2397 136 TA Gd CBlock TA TA Mn
## 2398 0 TA TA PConc TA TA No
## 2399 0 Fa Fa CBlock Fa Fa No
## 2400 0 TA TA CBlock TA TA No
## 2401 0 TA TA CBlock TA TA No
## 2402 176 TA Gd CBlock TA TA No
## 2403 0 TA TA CBlock TA TA No
## 2404 87 TA TA CBlock TA TA Av
## 2405 291 TA TA CBlock TA TA Av
## 2406 0 TA TA CBlock TA TA No
## 2407 54 TA TA CBlock TA TA No
## 2408 0 TA TA CBlock TA TA No
## 2409 69 TA TA CBlock TA TA No
## 2410 289 TA TA CBlock TA TA No
## 2411 0 TA TA CBlock TA TA No
## 2412 0 TA TA CBlock TA TA Av
## 2413 0 TA TA CBlock TA TA No
## 2414 0 TA Ex CBlock TA TA No
## 2415 260 TA TA CBlock TA TA No
## 2416 0 TA TA CBlock TA TA No
## 2417 0 TA TA CBlock TA TA No
## 2418 0 TA Gd CBlock TA TA No
## 2419 0 TA TA PConc TA TA No
## 2420 0 TA Gd CBlock TA TA No
## 2421 0 TA TA CBlock TA TA No
## 2422 0 TA TA CBlock TA TA No
## 2423 0 Gd Gd CBlock Fa TA No
## 2424 0 TA TA CBlock TA Fa No
## 2425 0 TA TA BrkTil TA Fa No
## 2426 0 TA TA CBlock TA TA Mn
## 2427 0 TA Gd CBlock Gd TA Av
## 2428 364 TA TA CBlock TA TA Av
## 2429 53 TA TA CBlock TA TA No
## 2430 86 TA TA CBlock TA TA Mn
## 2431 0 TA TA CBlock TA TA No
## 2432 0 TA TA CBlock TA TA No
## 2433 0 TA TA CBlock TA TA No
## 2434 0 TA TA CBlock TA TA No
## 2435 0 TA TA CBlock TA TA No
## 2436 0 TA TA Slab None None None
## 2437 0 TA TA CBlock TA TA No
## 2438 0 TA TA CBlock TA TA Av
## 2439 0 Gd Gd BrkTil TA TA No
## 2440 0 TA TA BrkTil TA TA No
## 2441 0 TA TA PConc Fa Fa No
## 2442 0 TA TA BrkTil TA TA No
## 2443 279 TA TA CBlock TA TA No
## 2444 0 TA TA BrkTil TA Fa No
## 2445 0 TA TA BrkTil Fa TA No
## 2446 0 TA TA PConc TA TA No
## 2447 0 Gd Gd BrkTil TA TA No
## 2448 0 TA TA BrkTil TA TA No
## 2449 0 TA TA BrkTil TA TA No
## 2450 0 TA TA CBlock Gd Gd No
## 2451 0 TA Gd BrkTil TA Fa No
## 2452 0 TA Gd PConc TA TA No
## 2453 1 TA TA CBlock None None None
## 2454 0 TA TA Slab None None None
## 2455 0 TA Gd PConc TA TA No
## 2456 0 TA TA CBlock Fa TA No
## 2457 0 TA Gd CBlock TA TA No
## 2458 0 TA TA CBlock TA TA Mn
## 2459 0 Gd TA BrkTil TA TA No
## 2460 0 TA TA BrkTil TA TA No
## 2461 0 TA Gd BrkTil TA TA No
## 2462 0 TA TA BrkTil TA TA No
## 2463 0 TA TA BrkTil TA TA No
## 2464 0 TA Gd CBlock TA TA No
## 2465 0 TA Gd PConc TA TA No
## 2466 0 TA TA PConc Fa TA No
## 2467 0 TA TA BrkTil TA TA No
## 2468 0 TA TA CBlock TA TA No
## 2469 0 TA TA CBlock TA TA No
## 2470 234 TA TA CBlock TA TA No
## 2471 0 TA Ex CBlock TA TA No
## 2472 0 TA TA CBlock TA Fa No
## 2473 0 TA TA BrkTil Fa TA No
## 2475 0 TA Gd CBlock TA TA No
## 2476 0 TA TA CBlock TA TA No
## 2477 0 TA TA CBlock Gd TA Av
## 2478 30 TA TA CBlock Gd TA Av
## 2479 0 TA TA CBlock TA TA No
## 2480 50 Gd Gd CBlock TA TA Gd
## 2481 442 TA TA CBlock TA TA Av
## 2482 0 TA TA CBlock Gd TA Av
## 2483 89 TA TA CBlock TA TA Mn
## 2484 323 TA Gd CBlock TA TA No
## 2485 0 TA Gd CBlock TA TA No
## 2486 0 TA TA CBlock TA TA No
## 2487 356 TA Fa CBlock Gd TA No
## 2488 0 TA TA BrkTil TA TA No
## 2489 0 TA TA CBlock TA TA No
## 2491 0 Fa TA Slab None None None
## 2492 136 TA TA PConc Gd TA No
## 2493 0 TA Gd CBlock TA Gd Mn
## 2494 0 TA TA CBlock TA TA No
## 2495 0 TA TA CBlock TA TA No
## 2496 300 TA Gd CBlock Gd Fa No
## 2497 0 TA TA CBlock TA TA No
## 2498 0 TA TA CBlock TA TA No
## 2499 0 TA TA Slab None None None
## 2500 149 Gd Ex CBlock TA TA No
## 2501 0 TA TA CBlock Fa TA No
## 2502 0 TA TA PConc TA TA Mn
## 2503 0 Fa Fa BrkTil TA Fa No
## 2504 0 TA TA CBlock TA TA No
## 2505 0 Gd Gd PConc Gd Gd No
## 2506 306 Gd TA PConc Gd TA Av
## 2507 0 Gd TA PConc Gd TA Av
## 2508 306 Gd TA PConc Gd TA Av
## 2509 204 Gd TA PConc Gd TA Mn
## 2510 132 Gd TA PConc Gd TA No
## 2511 0 Gd TA PConc Gd TA No
## 2512 0 Gd TA PConc Gd TA Gd
## 2513 360 Gd TA PConc Gd TA No
## 2514 0 Gd TA CBlock Gd Gd Gd
## 2515 0 TA TA PConc Gd TA No
## 2516 0 TA Gd PConc Gd TA No
## 2517 0 TA Gd PConc Gd Gd No
## 2518 0 TA TA PConc Gd TA No
## 2519 0 Gd TA PConc Gd TA Gd
## 2520 290 Gd TA PConc Gd TA No
## 2521 0 Gd TA PConc Gd TA No
## 2522 144 Gd TA PConc Gd TA No
## 2523 0 TA TA CBlock Gd TA Av
## 2524 113 TA Gd CBlock Gd TA Av
## 2525 51 TA TA CBlock TA None Av
## 2526 0 TA TA CBlock Gd TA Av
## 2527 0 TA TA CBlock Gd TA Av
## 2528 0 TA TA CBlock TA TA No
## 2529 0 TA TA CBlock TA TA No
## 2530 0 TA Gd CBlock TA TA No
## 2531 0 Gd TA PConc TA TA Gd
## 2532 0 Gd TA PConc Gd TA No
## 2533 214 Gd TA PConc Gd TA No
## 2534 519 Gd TA PConc Gd TA Gd
## 2535 256 Gd TA PConc Gd TA Mn
## 2536 254 Gd TA PConc Gd TA Mn
## 2537 158 Gd TA PConc Gd TA Gd
## 2538 0 Gd TA PConc Gd TA No
## 2539 0 Gd TA PConc Gd TA Av
## 2540 0 Gd TA PConc Gd TA No
## 2541 0 Gd TA PConc Gd TA No
## 2542 0 Gd TA PConc Gd TA Mn
## 2543 162 TA TA CBlock Gd TA Gd
## 2544 20 TA Gd CBlock TA TA No
## 2545 0 TA Gd CBlock TA TA No
## 2546 198 TA TA CBlock TA TA No
## 2547 0 TA Fa CBlock TA TA Av
## 2548 0 TA TA Slab None None None
## 2549 0 TA TA PConc Gd Gd No
## 2550 1224 Ex TA PConc Ex TA Gd
## 2551 76 TA TA PConc Gd TA Gd
## 2552 0 TA TA CBlock TA TA Av
## 2553 128 TA TA PConc None None None
## 2554 0 TA TA CBlock TA TA No
## 2555 0 TA TA BrkTil TA TA No
## 2556 0 TA TA CBlock TA TA No
## 2557 0 TA TA CBlock TA TA No
## 2558 0 TA TA PConc TA TA Mn
## 2559 0 TA TA PConc TA TA Mn
## 2560 0 TA TA BrkTil TA TA No
## 2561 0 TA TA BrkTil Gd TA No
## 2562 0 TA TA BrkTil TA TA No
## 2563 0 TA TA BrkTil TA TA No
## 2564 0 TA TA BrkTil TA TA No
## 2565 0 TA TA CBlock None None None
## 2566 0 TA Gd BrkTil TA Gd No
## 2567 0 TA TA CBlock TA Fa No
## 2568 423 TA Fa CBlock TA Gd Mn
## 2569 0 TA TA PConc Gd TA No
## 2570 0 TA Gd CBlock Gd TA No
## 2571 0 TA TA PConc Gd TA No
## 2572 0 TA TA CBlock Gd TA Gd
## 2573 652 TA TA CBlock Gd TA No
## 2574 0 Gd TA CBlock Gd TA No
## 2575 0 TA TA BrkTil TA TA No
## 2576 0 Gd Gd BrkTil TA Po No
## 2578 0 TA TA BrkTil TA TA No
## 2579 0 TA TA BrkTil None None None
## 2580 0 TA Gd CBlock TA TA No
## 2581 0 TA TA CBlock TA TA No
## 2582 0 Gd TA BrkTil TA TA No
## 2583 473 Gd TA PConc Gd TA Gd
## 2584 0 TA TA CBlock Gd TA Av
## 2585 166 Gd TA PConc Gd TA No
## 2586 0 Gd TA PConc Gd TA No
## 2587 0 TA TA PConc Gd TA No
## 2588 50 TA TA CBlock TA TA Av
## 2589 0 TA TA CBlock Gd TA Av
## 2590 352 Gd TA BrkTil Gd TA Av
## 2591 1224 TA Gd CBlock TA TA No
## 2592 0 Gd TA PConc Gd TA No
## 2593 None Gd TA PConc Gd TA Av
## 2594 0 TA TA CBlock Gd TA No
## 2595 86 Gd TA PConc Ex TA Mn
## 2596 886 Gd TA PConc Gd TA Av
## 2597 203 Gd TA PConc Ex TA No
## 2598 94 Gd TA PConc Gd TA Gd
## 2599 242 Ex TA PConc Ex TA Gd
## 2600 0 TA TA CBlock None None None
## 2601 134 TA TA PConc Ex TA Av
## 2602 0 TA TA CBlock TA TA No
## 2603 0 TA TA CBlock Gd TA Av
## 2604 189 TA TA CBlock TA TA No
## 2605 0 TA TA CBlock TA TA No
## 2606 144 TA TA PConc Gd TA Av
## 2607 0 TA TA PConc Gd TA Gd
## 2608 0 TA Fa PConc TA TA Mn
## 2609 0 TA TA PConc Gd TA No
## 2610 0 TA TA CBlock Gd TA Av
## 2611 198 TA TA CBlock TA TA No
## 2612 0 TA TA PConc Gd TA No
## 2613 0 TA TA CBlock Gd TA No
## 2614 0 TA TA CBlock TA TA No
## 2615 28 TA TA CBlock TA TA No
## 2616 244 TA Gd CBlock TA TA No
## 2617 302 TA TA CBlock TA TA Mn
## 2618 902 TA TA CBlock Gd TA Gd
## 2619 434 TA Gd CBlock TA TA Mn
## 2620 0 TA TA PConc TA TA No
## 2621 0 TA TA PConc Gd TA No
## 2622 0 TA TA PConc Gd TA No
## 2623 216 Gd TA PConc Gd TA No
## 2624 248 Gd TA PConc Gd TA Av
## 2625 0 Gd TA PConc Gd TA No
## 2626 112 TA TA PConc Gd TA No
## 2627 0 TA TA CBlock Gd TA No
## 2628 600 Gd Ex PConc Ex TA Gd
## 2629 662 Ex TA PConc Ex TA Gd
## 2630 184 Gd TA PConc Ex Gd Gd
## 2631 734 Ex TA PConc Ex TA No
## 2632 550 Gd TA PConc Ex TA Av
## 2633 230 Gd TA PConc Ex TA Gd
## 2634 420 Ex TA PConc Ex TA Gd
## 2635 130 TA TA CBlock Gd TA Av
## 2636 68 TA TA CBlock TA TA No
## 2637 252 Gd TA CBlock Ex TA Gd
## 2638 0 Gd TA PConc Gd TA No
## 2639 248 TA TA CBlock TA Fa No
## 2640 176 TA TA CBlock TA TA No
## 2641 0 TA TA CBlock TA TA No
## 2642 0 Gd TA PConc Gd TA No
## 2643 514 TA TA CBlock TA TA No
## 2644 200 TA TA CBlock TA TA No
## 2645 380 TA TA CBlock TA TA No
## 2646 504 TA TA CBlock TA TA No
## 2647 504 TA TA CBlock TA TA No
## 2648 0 TA TA CBlock Gd TA No
## 2649 0 TA TA CBlock TA TA Mn
## 2650 0 TA TA CBlock TA TA No
## 2651 0 TA TA CBlock Gd TA No
## 2652 215 Gd TA PConc Ex Gd No
## 2653 232 Gd TA PConc Gd TA Av
## 2654 206 Gd TA PConc Ex Gd No
## 2655 568 Ex TA PConc Ex TA Gd
## 2656 525 Gd TA PConc Gd TA Av
## 2657 385 Ex TA PConc Ex Gd Av
## 2658 None Gd TA PConc Ex TA Av
## 2659 0 Gd TA PConc Ex TA Gd
## 2660 142 Gd TA PConc Ex TA Av
## 2661 430 Ex TA PConc Ex TA Gd
## 2662 674 Ex TA PConc Ex TA Gd
## 2663 112 Gd TA PConc Gd TA No
## 2664 278 Ex TA PConc Ex TA No
## 2665 518 Gd TA PConc Ex Gd No
## 2666 572 Ex TA PConc Ex Gd No
## 2667 0 Gd TA PConc Gd TA No
## 2668 0 Gd TA PConc Gd TA No
## 2669 0 Gd TA PConc Gd TA Av
## 2670 236 Gd TA PConc Gd TA Av
## 2671 0 Gd TA PConc Gd TA No
## 2672 14 Gd TA PConc Gd TA Av
## 2673 40 Gd TA PConc Gd TA Av
## 2674 18 Gd TA PConc Gd TA No
## 2675 14 Gd TA PConc Gd TA Gd
## 2676 0 Gd TA PConc Gd TA Av
## 2677 0 TA TA PConc Gd TA No
## 2678 0 Gd TA PConc Gd TA No
## 2679 242 Gd TA PConc Gd TA No
## 2680 322 Gd TA PConc Gd TA Mn
## 2681 877 Gd TA PConc Ex TA Av
## 2682 397 Gd TA PConc Gd TA No
## 2683 738 Gd Gd PConc Ex TA Gd
## 2684 501 Gd TA PConc Gd TA Gd
## 2685 420 Gd TA PConc Gd TA No
## 2686 192 Gd TA PConc Gd Gd No
## 2687 None Gd TA PConc Ex Gd No
## 2688 60 Gd TA PConc Gd TA No
## 2689 0 Gd TA PConc Gd TA No
## 2690 0 Gd TA PConc Ex TA No
## BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
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## 1463 GLQ 6.674561 Unf 0.000000 4.927254 6.834109
## 1464 GLQ 6.401917 Unf 0.000000 5.783825 6.831954
## 1465 ALQ 5.575949 Unf 0.000000 6.925595 7.155396
## 1466 Unf 0.000000 Unf 0.000000 6.638568 6.638568
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## 1468 Unf 0.000000 Unf 0.000000 6.672033 6.672033
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## 1471 GLQ 6.958448 BLQ 0.000000 5.872118 7.248504
## 1472 Rec 5.056246 Unf 0.000000 5.793014 6.182085
## 1473 Rec 5.707110 Unf 0.000000 5.420535 6.265301
## 1474 ALQ 6.244167 Unf 0.000000 5.834811 6.752270
## 1475 Unf 0.000000 Unf 0.000000 6.729824 6.729824
## 1476 Unf 0.000000 Unf 0.000000 7.372118 7.372118
## 1477 Unf 0.000000 Unf 0.000000 7.342779 7.342779
## 1478 GLQ 4.709530 Unf 0.000000 7.370860 7.437795
## 1479 GLQ 3.367296 Unf 0.000000 7.492760 7.508239
## 1480 GLQ 7.225481 Unf 0.000000 7.295735 7.954021
## 1481 GLQ 6.361302 Unf 0.000000 6.997596 7.421776
## 1482 GLQ 3.218876 Unf 0.000000 7.205635 7.223296
## 1483 Unf 0.000000 Unf 0.000000 7.189168 7.189168
## 1484 GLQ 2.833213 Unf 0.000000 7.029973 7.044033
## 1485 GLQ 5.789960 Unf 0.000000 4.077537 5.953243
## 1486 Unf 0.000000 Unf 0.000000 6.742881 6.742881
## 1487 Unf 0.000000 Unf 0.000000 7.396335 7.396335
## 1488 Unf 0.000000 Unf 0.000000 7.375256 7.375256
## 1489 Unf 0.000000 Unf 0.000000 7.105786 7.105786
## 1490 GLQ 7.254885 Unf 0.000000 4.007333 7.292337
## 1491 Unf 0.000000 Unf 0.000000 6.723832 6.723832
## 1492 Unf 0.000000 Unf 0.000000 6.705639 6.705639
## 1493 BLQ 4.844187 GLQ 6.756932 5.411646 7.097549
## 1494 LwQ 5.525453 GLQ 6.889591 0.000000 7.116394
## 1495 GLQ 7.029973 Unf 0.000000 5.568345 7.237778
## 1496 GLQ 7.169350 Unf 0.000000 5.252273 7.305860
## 1497 Unf 0.000000 Unf 0.000000 6.734592 6.734592
## 1498 GLQ 5.638355 Unf 0.000000 5.771441 6.398595
## 1499 GLQ 5.910797 ALQ 3.761200 5.252273 6.398595
## 1500 GLQ 5.932245 Unf 0.000000 5.416100 6.398595
## 1501 GLQ 6.146329 Unf 0.000000 5.673323 6.629363
## 1502 GLQ 5.501258 Unf 0.000000 5.659482 6.274762
## 1503 GLQ 6.940222 Unf 0.000000 6.415097 7.404279
## 1504 GLQ 6.184149 Unf 0.000000 6.198479 6.883463
## 1505 GLQ 6.726233 Unf 0.000000 6.492240 7.308543
## 1506 GLQ 6.228511 Unf 0.000000 7.188413 7.512071
## 1507 GLQ 7.037028 Unf 0.000000 4.969813 7.155396
## 1508 ALQ 6.533789 LwQ 3.850148 6.198479 7.110696
## 1509 ALQ 5.799093 Unf 0.000000 5.958425 6.573680
## 1510 Rec 6.549651 Unf 0.000000 6.282267 7.117206
## 1511 BLQ 6.966024 Unf 0.000000 5.017280 7.098376
## 1512 BLQ 6.918695 Unf 0.000000 6.216606 7.320527
## 1513 Unf 0.000000 Unf 0.000000 6.280396 6.280396
## 1514 BLQ 7.313887 Unf 0.000000 5.433722 7.455298
## 1515 LwQ 6.508769 Unf 0.000000 6.154858 7.039660
## 1516 Rec 5.707110 Unf 0.000000 6.180017 6.663133
## 1517 GLQ 6.851185 Unf 0.000000 4.919981 6.985642
## 1518 Unf 0.000000 Unf 0.000000 7.380879 7.380879
## 1519 GLQ 7.080868 Unf 0.000000 5.680173 7.300473
## 1520 BLQ 6.753438 Rec 5.093750 4.836282 7.042286
## 1521 Rec 6.842683 Unf 0.000000 5.602119 7.095893
## 1522 Rec 6.599870 Unf 0.000000 6.236370 7.126891
## 1523 Unf 0.000000 Unf 0.000000 6.725034 6.725034
## 1524 BLQ 5.828946 Unf 0.000000 6.265301 6.762730
## 1525 Rec 6.475433 Unf 0.000000 5.783825 6.880384
## 1526 Rec 6.278521 Unf 0.000000 6.124683 6.896694
## 1527 Unf 0.000000 Unf 0.000000 6.357842 6.357842
## 1528 ALQ 6.177944 Rec 5.164786 5.087596 6.705639
## 1529 Rec 6.378426 LwQ 5.860786 5.472271 7.069874
## 1530 BLQ 6.576470 LwQ 5.575949 6.030685 7.241366
## 1531 ALQ 3.891820 Unf 0.000000 6.495266 6.565265
## 1532 BLQ 6.363028 Unf 0.000000 5.880533 6.842683
## 1533 BLQ 5.616771 Rec 6.979145 0.000000 7.206377
## 1534 Unf 0.000000 Unf 0.000000 6.719013 6.719013
## 1535 BLQ 6.660575 Unf 0.000000 5.513429 6.935370
## 1536 Rec 5.176150 Unf 0.000000 6.725034 6.916715
## 1537 Unf 0.000000 Unf 0.000000 6.520621 6.520621
## 1538 Unf 0.000000 Unf 0.000000 6.836259 6.836259
## 1539 Unf 0.000000 Unf 0.000000 5.849325 5.849325
## 1540 Unf 0.000000 Unf 0.000000 6.734592 6.734592
## 1541 Rec 5.648974 Unf 0.000000 6.122493 6.605298
## 1542 Rec 6.670766 Unf 0.000000 5.303305 6.896694
## 1543 BLQ 6.163315 Unf 0.000000 6.453625 7.011214
## 1544 Rec 5.241747 Unf 0.000000 6.359574 6.641182
## 1545 BLQ 6.115892 LwQ 2.564949 4.976734 6.411818
## 1546 LwQ 5.579730 Unf 0.000000 5.733341 6.350886
## 1547 Rec 5.888878 LwQ 5.075174 5.758902 6.728629
## 1548 Rec 5.707110 Unf 0.000000 6.175867 6.660575
## 1549 Rec 5.624018 Unf 0.000000 5.533389 6.270988
## 1550 LwQ 6.107023 Unf 0.000000 6.175867 6.834109
## 1551 ALQ 6.867974 Unf 0.000000 5.105945 7.025538
## 1552 Unf 0.000000 Unf 0.000000 6.790097 6.790097
## 1553 Unf 0.000000 Unf 0.000000 6.660575 6.660575
## 1554 Unf 0.000000 Unf 0.000000 6.496775 6.496775
## 1555 Rec 6.642487 Unf 0.000000 6.487684 7.260523
## 1557 Rec 6.934397 Unf 0.000000 5.231109 7.100852
## 1558 LwQ 5.910797 Unf 0.000000 5.451038 6.398595
## 1559 Rec 4.304065 Unf 0.000000 6.453625 6.562444
## 1560 LwQ 6.602588 Unf 0.000000 4.795791 6.753438
## 1561 ALQ 6.558198 Unf 0.000000 7.029088 7.513709
## 1562 BLQ 5.484797 Rec 6.163315 5.017280 6.762730
## 1563 GLQ 6.654153 Unf 0.000000 4.499810 6.762730
## 1564 GLQ 7.185387 Unf 0.000000 0.000000 7.185387
## 1565 Rec 5.590987 ALQ 6.118097 0.000000 6.580639
## 1566 ALQ 6.996681 Unf 0.000000 5.796058 7.259116
## 1567 Unf 0.000000 Unf 0.000000 6.493754 6.493754
## 1568 ALQ 6.872128 Unf 0.000000 5.036953 7.019297
## 1569 BLQ 5.666427 LwQ 6.529419 0.000000 6.880384
## 1570 GLQ 4.653960 Rec 5.961005 5.153292 6.498282
## 1571 LwQ 5.262690 Unf 0.000000 6.336826 6.629363
## 1572 BLQ 6.861711 Unf 0.000000 5.389072 7.067320
## 1573 GLQ 7.205635 Unf 0.000000 5.093750 7.319202
## 1574 Unf 0.000000 Unf 0.000000 7.131699 7.131699
## 1575 GLQ 7.268223 Unf 0.000000 0.000000 7.268223
## 1576 GLQ 6.758095 Unf 0.000000 4.465908 6.853299
## 1577 GLQ 3.218876 Unf 0.000000 7.089243 7.109062
## 1578 Unf 0.000000 Unf 0.000000 6.517671 6.517671
## 1579 GLQ 6.769642 Unf 0.000000 0.000000 6.769642
## 1580 ALQ 5.869297 Unf 0.000000 6.265301 6.778785
## 1581 GLQ 5.293305 Rec 6.535241 4.948760 6.934397
## 1582 ALQ 6.175867 Unf 0.000000 5.983936 6.776507
## 1583 GLQ 7.428333 Unf 0.000000 5.693732 7.590347
## 1584 Unf 0.000000 Unf 0.000000 6.947937 6.947937
## 1585 GLQ 6.511745 Unf 0.000000 5.176150 6.744059
## 1586 None 0.000000 None 0.000000 0.000000 0.000000
## 1587 Unf 0.000000 Unf 0.000000 5.945421 5.945421
## 1588 ALQ 6.976348 Unf 0.000000 4.844187 7.087574
## 1589 Unf 0.000000 Unf 0.000000 6.613384 6.613384
## 1590 ALQ 6.270988 Unf 0.000000 6.175867 6.916715
## 1591 Unf 0.000000 Unf 0.000000 6.867974 6.867974
## 1592 Rec 4.897840 Unf 0.000000 6.882437 7.010312
## 1593 Rec 5.476464 Unf 0.000000 6.428105 6.753438
## 1594 None 0.000000 None 0.000000 0.000000 0.000000
## 1595 Unf 0.000000 Unf 0.000000 6.796824 6.796824
## 1596 ALQ 6.056784 BLQ 5.533389 6.746412 7.332369
## 1597 ALQ 5.929589 Unf 0.000000 6.489205 6.940222
## 1598 GLQ 5.840642 Unf 0.000000 4.394449 6.049733
## 1599 GLQ 6.617403 Unf 0.000000 5.463832 6.890609
## 1600 GLQ 4.343805 Unf 0.000000 7.017506 7.083388
## 1601 BLQ 6.175867 Unf 0.000000 0.000000 6.175867
## 1602 BLQ 5.733341 Unf 0.000000 5.774552 6.445720
## 1603 Unf 0.000000 Unf 0.000000 6.629363 6.629363
## 1604 GLQ 7.225481 Unf 0.000000 5.402677 7.374629
## 1605 GLQ 6.423247 Unf 0.000000 6.075346 6.956545
## 1606 ALQ 6.522093 Unf 0.000000 6.336826 7.126087
## 1607 Unf 0.000000 Unf 0.000000 7.580189 7.580189
## 1608 GLQ 4.369448 Unf 0.000000 7.138073 7.198184
## 1609 Unf 0.000000 Unf 0.000000 7.102499 7.102499
## 1610 Unf 0.000000 Unf 0.000000 5.953243 5.953243
## 1611 Rec 3.761200 Unf 0.000000 6.934397 6.974479
## 1612 Unf 0.000000 Unf 0.000000 7.266129 7.266129
## 1613 Unf 0.000000 Unf 0.000000 7.204149 7.204149
## 1614 GLQ 6.820016 Unf 0.000000 3.433987 6.852243
## 1615 GLQ 5.176150 Unf 0.000000 5.916202 6.304449
## 1616 Unf 0.000000 Unf 0.000000 6.304449 6.304449
## 1617 Rec 5.686975 Unf 0.000000 5.533389 6.304449
## 1618 ALQ 6.152733 Unf 0.000000 5.981414 6.762730
## 1619 Rec 5.337538 GLQ 6.381816 3.610918 6.726233
## 1620 Unf 0.000000 Unf 0.000000 7.104144 7.104144
## 1621 Rec 6.129050 Unf 0.000000 5.117994 6.437752
## 1622 BLQ 6.167516 Unf 0.000000 5.963579 6.762730
## 1623 GLQ 7.201916 LwQ 5.652489 4.007333 7.426549
## 1624 GLQ 6.851185 Unf 0.000000 5.342334 7.050123
## 1625 Rec 6.336826 Unf 0.000000 5.765191 6.783325
## 1626 LwQ 6.739337 Unf 0.000000 6.381816 7.268920
## 1627 ALQ 6.742881 Unf 0.000000 4.595120 6.852243
## 1628 GLQ 6.746412 Unf 0.000000 5.068904 6.916715
## 1629 GLQ 5.652489 Unf 0.000000 4.615121 5.953243
## 1630 GLQ 7.583756 Unf 0.000000 5.497168 7.700295
## 1631 GLQ 5.834811 Unf 0.000000 6.982863 7.257708
## 1632 GLQ 6.609349 Unf 0.000000 6.741701 7.370231
## 1633 GLQ 5.247024 Unf 0.000000 5.278115 5.953243
## 1634 GLQ 6.167516 Unf 0.000000 6.167516 6.859615
## 1635 GLQ 6.398595 Unf 0.000000 4.682131 6.562444
## 1636 Unf 0.000000 Unf 0.000000 7.074963 7.074963
## 1637 ALQ 5.993961 Unf 0.000000 6.583409 7.023759
## 1638 Unf 0.000000 Unf 0.000000 6.725034 6.725034
## 1639 LwQ 5.897154 Unf 0.000000 6.970730 7.264030
## 1640 ALQ 6.401917 Unf 0.000000 6.091310 6.950815
## 1641 ALQ 6.725034 Unf 0.000000 5.733341 7.039660
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## 1643 Unf 0.000000 Unf 0.000000 6.965080 6.965080
## 1644 GLQ 5.420535 ALQ 5.624018 6.156979 6.880384
## 1645 ALQ 7.195937 LwQ 5.129899 4.795791 7.391415
## 1646 ALQ 6.790097 Unf 0.000000 5.433722 7.018402
## 1647 ALQ 6.456770 Unf 0.000000 6.293419 7.070724
## 1648 Unf 0.000000 Unf 0.000000 7.074117 7.074117
## 1649 ALQ 6.216606 Unf 0.000000 6.298949 6.950815
## 1650 ALQ 6.588926 Unf 0.000000 4.934474 6.762730
## 1651 ALQ 5.484797 Unf 0.000000 6.437752 6.762730
## 1652 BLQ 5.541264 Unf 0.000000 5.438079 6.182085
## 1653 Rec 4.709530 LwQ 5.686975 4.382027 6.182085
## 1654 ALQ 5.726848 Unf 0.000000 6.212606 6.690842
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## 1665 Unf 0.000000 Unf 0.000000 7.459915 7.459915
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## 1667 GLQ 7.115582 Unf 0.000000 5.631212 7.319202
## 1668 GLQ 6.923629 Unf 0.000000 6.586172 7.461640
## 1669 GLQ 6.945051 Unf 0.000000 6.148468 7.316548
## 1670 GLQ 7.041412 Unf 0.000000 6.450470 7.481556
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## 1673 Unf 0.000000 Unf 0.000000 6.987490 6.987490
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## 1702 Unf 0.000000 Unf 0.000000 7.436617 7.436617
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## 1707 Unf 0.000000 Unf 0.000000 7.270313 7.270313
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## 1759 BLQ 6.439350 LwQ 5.308268 5.407172 6.955593
## 1760 ALQ 5.739793 BLQ 6.240276 6.198479 7.180831
## 1761 LwQ 6.906755 Unf 0.000000 5.686975 7.164720
## 1762 ALQ 5.963579 Unf 0.000000 5.877736 6.613384
## 1763 ALQ 6.343880 Unf 0.000000 6.463029 7.097549
## 1764 Rec 4.615121 ALQ 5.513429 6.419995 6.867974
## 1765 Rec 7.068172 Unf 0.000000 6.230481 7.427144
## 1766 Rec 7.180070 Unf 0.000000 4.955827 7.282074
## 1767 ALQ 7.235619 Unf 0.000000 5.170484 7.354362
## 1768 ALQ 6.753438 Unf 0.000000 5.749393 7.064759
## 1769 BLQ 6.300786 Unf 0.000000 6.666957 7.192934
## 1770 ALQ 6.563856 Unf 0.000000 5.638355 6.896694
## 1771 Rec 6.077642 BLQ 5.313206 6.338594 7.092574
## 1772 Rec 5.153292 LwQ 6.182085 6.590301 7.232010
## 1773 Rec 5.049856 LwQ 6.621406 5.690359 7.090910
## 1774 Unf 0.000000 Unf 0.000000 7.532088 7.532088
## 1775 ALQ 6.196444 Unf 0.000000 6.350886 6.968850
## 1776 Rec 5.733341 Unf 0.000000 5.780744 6.448889
## 1777 BLQ 6.552508 Unf 0.000000 4.543295 6.677083
## 1778 GLQ 6.837333 Unf 0.000000 4.615121 6.939254
## 1779 None 0.000000 None 0.000000 0.000000 0.000000
## 1780 ALQ 6.551080 Unf 0.000000 0.000000 6.551080
## 1781 BLQ 5.968708 Unf 0.000000 6.698268 7.090910
## 1782 Unf 0.000000 Unf 0.000000 6.675823 6.675823
## 1783 Unf 0.000000 Unf 0.000000 6.517671 6.517671
## 1784 Unf 0.000000 Unf 0.000000 6.006353 6.006353
## 1785 Unf 0.000000 Unf 0.000000 6.961296 6.961296
## 1786 Unf 0.000000 Unf 0.000000 7.180831 7.180831
## 1787 Unf 0.000000 Unf 0.000000 6.329721 6.329721
## 1788 Unf 0.000000 Unf 0.000000 6.033086 6.033086
## 1789 Unf 0.000000 Unf 0.000000 6.580639 6.580639
## 1790 Unf 0.000000 Unf 0.000000 6.447306 6.447306
## 1791 Unf 0.000000 Unf 0.000000 7.130099 7.130099
## 1792 Rec 5.953243 Unf 0.000000 6.904751 7.230563
## 1793 BLQ 6.771936 Rec 4.110874 4.691348 6.947937
## 1794 GLQ 6.614726 Unf 0.000000 5.332719 6.858565
## 1795 Rec 6.304449 Unf 0.000000 6.327937 7.008505
## 1796 Unf 0.000000 Unf 0.000000 5.081404 5.081404
## 1797 Rec 6.432940 Unf 0.000000 5.164786 6.679599
## 1798 Unf 0.000000 Unf 0.000000 6.948897 6.948897
## 1799 ALQ 6.447306 BLQ 4.634729 0.000000 6.597146
## 1800 GLQ 6.073045 Rec 4.564348 0.000000 6.270988
## 1801 Unf 0.000000 Unf 0.000000 6.725034 6.725034
## 1802 LwQ 4.795791 Unf 0.000000 6.613384 6.762730
## 1803 Unf 0.000000 Unf 0.000000 6.660575 6.660575
## 1804 GLQ 6.848005 Unf 0.000000 0.000000 6.848005
## 1805 BLQ 6.717805 Unf 0.000000 5.393628 6.952729
## 1806 Unf 0.000000 Unf 0.000000 6.804615 6.804615
## 1807 LwQ 6.452049 Unf 0.000000 5.828946 6.880384
## 1808 Unf 0.000000 Unf 0.000000 5.484797 5.484797
## 1809 Unf 0.000000 Unf 0.000000 6.224558 6.224558
## 1810 ALQ 6.045005 Unf 0.000000 5.598422 6.538140
## 1811 Unf 0.000000 Unf 0.000000 6.398595 6.398595
## 1812 Unf 0.000000 Unf 0.000000 6.687109 6.687109
## 1813 BLQ 5.953243 Unf 0.000000 5.953243 6.645091
## 1814 Unf 0.000000 Unf 0.000000 6.759255 6.759255
## 1815 None 0.000000 None 0.000000 0.000000 0.000000
## 1816 Unf 0.000000 Unf 0.000000 6.437752 6.437752
## 1817 Unf 0.000000 Unf 0.000000 6.519147 6.519147
## 1818 Unf 0.000000 Unf 0.000000 6.822197 6.822197
## 1819 Unf 0.000000 Unf 0.000000 6.437752 6.437752
## 1820 Unf 0.000000 Unf 0.000000 6.437752 6.437752
## 1821 Unf 0.000000 Unf 0.000000 6.880384 6.880384
## 1822 Unf 0.000000 Unf 0.000000 6.609349 6.609349
## 1823 Unf 0.000000 Unf 0.000000 5.505332 5.505332
## 1824 Unf 0.000000 Unf 0.000000 6.930495 6.930495
## 1825 Unf 0.000000 Unf 0.000000 5.697093 5.697093
## 1826 Rec 5.398163 Unf 0.000000 5.517453 6.150603
## 1827 Unf 0.000000 Unf 0.000000 6.867974 6.867974
## 1828 LwQ 5.613128 Unf 0.000000 6.522093 6.859615
## 1829 LwQ 4.905275 Unf 0.000000 6.844815 6.978214
## 1830 Unf 0.000000 Unf 0.000000 6.955593 6.955593
## 1831 Unf 0.000000 Unf 0.000000 6.511745 6.511745
## 1832 Unf 0.000000 Unf 0.000000 6.947937 6.947937
## 1833 BLQ 6.259581 Unf 0.000000 5.293305 6.580639
## 1834 Unf 0.000000 Unf 0.000000 6.182085 6.182085
## 1835 Rec 5.135798 Unf 0.000000 6.747587 6.928538
## 1836 Unf 0.000000 Unf 0.000000 7.094235 7.094235
## 1837 BLQ 6.620073 Rec 4.158883 3.850148 6.755769
## 1838 Rec 5.624018 ALQ 5.572154 5.081404 6.549651
## 1839 Unf 0.000000 Unf 0.000000 6.329721 6.329721
## 1840 GLQ 7.090910 Unf 0.000000 0.000000 7.090910
## 1841 GLQ 7.050123 Unf 0.000000 0.000000 7.050123
## 1842 Unf 0.000000 Unf 0.000000 6.373320 6.373320
## 1843 BLQ 6.269096 Unf 0.000000 6.265301 6.959399
## 1844 GLQ 6.124683 Unf 0.000000 0.000000 6.124683
## 1845 Unf 0.000000 Unf 0.000000 6.315358 6.315358
## 1846 BLQ 6.378426 Unf 0.000000 6.311735 7.037906
## 1847 Unf 0.000000 Unf 0.000000 6.716595 6.716595
## 1848 None 0.000000 None 0.000000 0.000000 0.000000
## 1849 None 0.000000 None 0.000000 0.000000 0.000000
## 1850 Rec 5.552960 Unf 0.000000 6.705639 6.979145
## 1851 BLQ 5.837730 Unf 0.000000 6.006353 6.617403
## 1852 BLQ 5.159055 Unf 0.000000 6.821107 6.993933
## 1853 GLQ 6.315358 ALQ 5.976351 4.653960 6.956545
## 1854 GLQ 6.133398 ALQ 5.659482 5.733341 6.961296
## 1855 Rec 4.262680 GLQ 6.111467 0.000000 6.255750
## 1856 GLQ 6.163315 Unf 0.000000 6.406880 6.984716
## 1857 None 0.000000 None 0.000000 0.000000 0.000000
## 1858 None 0.000000 None 0.000000 0.000000 0.000000
## 1859 None 0.000000 None 0.000000 0.000000 0.000000
## 1860 GLQ 6.998510 Unf 0.000000 0.000000 6.998510
## 1861 None 0.000000 None 0.000000 0.000000 0.000000
## 1862 GLQ 6.710523 Unf 0.000000 5.855072 7.063904
## 1863 GLQ 6.710523 Unf 0.000000 5.855072 7.063904
## 1864 GLQ 6.710523 Unf 0.000000 5.855072 7.063904
## 1865 GLQ 6.929517 Unf 0.000000 6.282267 7.349874
## 1866 GLQ 7.007601 Unf 0.000000 6.424869 7.450661
## 1867 Unf 0.000000 Unf 0.000000 7.292337 7.292337
## 1868 GLQ 7.215240 Unf 0.000000 6.173786 7.516977
## 1869 GLQ 6.805723 Unf 0.000000 5.942799 7.156956
## 1870 GLQ 6.771936 Unf 0.000000 5.948035 7.134891
## 1871 GLQ 3.218876 Unf 0.000000 7.296413 7.312553
## 1872 Unf 0.000000 Unf 0.000000 6.558198 6.558198
## 1873 GLQ 6.685861 Unf 0.000000 6.476972 7.279319
## 1874 ALQ 6.628041 Unf 0.000000 5.463832 6.898715
## 1875 GLQ 6.857514 Unf 0.000000 6.242223 7.288928
## 1876 GLQ 6.408529 Unf 0.000000 5.777652 6.834109
## 1877 GLQ 7.138867 Unf 0.000000 5.153292 7.266827
## 1878 GLQ 3.218876 Unf 0.000000 7.292337 7.308543
## 1879 GLQ 6.439350 Unf 0.000000 5.645447 6.811244
## 1880 ALQ 6.566672 BLQ 4.290459 4.890349 6.818924
## 1881 GLQ 7.118826 Unf 0.000000 5.817111 7.358831
## 1882 Unf 0.000000 Unf 0.000000 6.974479 6.974479
## 1883 Unf 0.000000 Unf 0.000000 6.734592 6.734592
## 1884 Unf 0.000000 Unf 0.000000 6.851185 6.851185
## 1885 GLQ 7.128496 Unf 0.000000 5.379897 7.288244
## 1886 GLQ 7.215975 Unf 0.000000 6.137727 7.508239
## 1887 GLQ 7.013915 Unf 0.000000 5.726848 7.257003
## 1888 GLQ 7.299121 Unf 0.000000 4.615121 7.364547
## 1889 Unf 0.000000 Unf 0.000000 6.411818 6.411818
## 1890 GLQ 5.991465 Unf 0.000000 6.423247 6.922644
## 1891 GLQ 6.306275 Unf 0.000000 0.000000 6.306275
## 1892 LwQ 5.808142 Rec 5.497168 5.710427 6.776507
## 1893 Rec 6.983790 Unf 0.000000 0.000000 6.983790
## 1894 Unf 0.000000 Unf 0.000000 7.425954 7.425954
## 1895 Rec 6.304449 Unf 0.000000 6.405228 7.048386
## 1896 Rec 6.440947 Unf 0.000000 4.553877 6.580639
## 1897 LwQ 6.725034 Unf 0.000000 0.000000 6.725034
## 1898 Unf 0.000000 Unf 0.000000 6.369901 6.369901
## 1899 Unf 0.000000 Unf 0.000000 6.705639 6.705639
## 1900 Unf 0.000000 Unf 0.000000 6.398595 6.398595
## 1901 ALQ 6.591674 Unf 0.000000 4.727388 6.734592
## 1902 Rec 6.677083 Unf 0.000000 6.175867 7.149917
## 1903 LwQ 5.509388 Unf 0.000000 6.514713 6.825460
## 1904 Rec 5.043425 ALQ 6.543912 5.579730 7.014814
## 1905 LwQ 4.189655 BLQ 6.775366 6.432940 7.353722
## 1906 BLQ 5.746203 Rec 6.230481 5.517453 6.973543
## 1907 LwQ 6.665684 BLQ 6.077642 4.521789 7.178545
## 1908 Unf 0.000000 Unf 0.000000 6.248043 6.248043
## 1909 ALQ 6.156979 Unf 0.000000 4.510860 6.331502
## 1910 Unf 0.000000 Unf 0.000000 6.331502 6.331502
## 1911 ALQ 6.120297 Unf 0.000000 4.779123 6.350886
## 1912 GLQ 6.689599 ALQ 6.040255 6.366470 7.497762
## 1913 Unf 0.000000 Unf 0.000000 6.634633 6.634633
## 1914 Unf 0.000000 Unf 0.000000 6.350886 6.350886
## 1915 GLQ 7.297768 Unf 0.000000 4.795791 7.375882
## 1917 ALQ 6.100319 BLQ 5.525453 6.023448 7.010312
## 1918 ALQ 6.643790 Unf 0.000000 4.912655 6.805723
## 1919 GLQ 6.735780 LwQ 4.762174 0.000000 6.864848
## 1920 BLQ 4.025352 Unf 0.000000 7.331715 7.367077
## 1921 GLQ 7.472501 Unf 0.000000 6.070738 7.692113
## 1922 GLQ 7.017506 Unf 0.000000 6.267201 7.403670
## 1923 ALQ 6.137727 Unf 0.000000 5.525453 6.569481
## 1924 GLQ 6.807935 ALQ 6.437752 4.770685 7.406103
## 1925 Unf 0.000000 Unf 0.000000 6.816736 6.816736
## 1926 GLQ 7.403061 Unf 0.000000 5.826000 7.590347
## 1927 ALQ 6.278521 Unf 0.000000 6.167516 6.916715
## 1928 BLQ 6.388561 Unf 0.000000 6.388561 7.080868
## 1929 GLQ 6.580639 BLQ 4.343805 0.000000 6.680855
## 1930 Rec 4.744932 GLQ 5.602119 0.000000 5.953243
## 1931 GLQ 6.577861 LwQ 4.709530 0.000000 6.720220
## 1932 ALQ 5.802118 Unf 0.000000 5.686975 6.437752
## 1933 BLQ 6.208590 LwQ 5.666427 0.000000 6.665684
## 1934 BLQ 6.561031 Unf 0.000000 5.398163 6.831954
## 1935 ALQ 6.167516 Unf 0.000000 5.323010 6.523562
## 1936 GLQ 6.747587 Unf 0.000000 4.330733 6.831954
## 1937 Rec 4.934474 Unf 0.000000 6.658011 6.821107
## 1938 GLQ 6.111467 Unf 0.000000 6.801283 7.207119
## 1939 GLQ 6.487684 Unf 0.000000 6.916715 7.417580
## 1940 Unf 0.000000 Unf 0.000000 7.155396 7.155396
## 1941 Unf 0.000000 Unf 0.000000 6.838405 6.838405
## 1942 ALQ 6.224558 Unf 0.000000 5.808142 6.729824
## 1943 GLQ 5.768321 Unf 0.000000 6.926577 7.198931
## 1944 GLQ 2.833213 Unf 0.000000 7.050123 7.063904
## 1945 GLQ 7.198931 Unf 0.000000 6.306275 7.541683
## 1947 GLQ 6.942157 Unf 0.000000 6.517671 7.444833
## 1948 Unf 0.000000 Unf 0.000000 7.305860 7.305860
## 1949 GLQ 6.891626 Unf 0.000000 6.541030 7.424165
## 1950 GLQ 6.617403 Unf 0.000000 6.242223 7.139660
## 1951 GLQ 7.095893 Rec 5.231109 6.487684 7.625107
## 1952 ALQ 6.762730 LwQ 6.109248 6.152733 7.486053
## 1953 ALQ 6.792344 Rec 3.891820 5.613128 7.100027
## 1954 Unf 0.000000 Unf 0.000000 6.605298 6.605298
## 1955 BLQ 5.638355 Unf 0.000000 6.089045 6.580639
## 1956 ALQ 6.896694 Unf 0.000000 6.070738 7.259116
## 1957 Unf 0.000000 Unf 0.000000 7.275865 7.275865
## 1958 GLQ 6.931472 Unf 0.000000 5.365976 7.120444
## 1959 Unf 0.000000 Unf 0.000000 6.799056 6.799056
## 1960 Rec 5.533389 Unf 0.000000 6.529419 6.842683
## 1961 Rec 4.787492 ALQ 6.419995 4.890349 6.762730
## 1962 LwQ 6.129050 Unf 0.000000 3.258097 6.182085
## 1963 LwQ 6.182085 Unf 0.000000 0.000000 6.182085
## 1964 Rec 5.860786 Unf 0.000000 5.638355 6.447306
## 1965 ALQ 5.659482 LwQ 5.686975 5.620401 6.752270
## 1966 ALQ 5.937536 Unf 0.000000 6.519147 6.962243
## 1967 GLQ 6.920672 Unf 0.000000 6.347389 7.367077
## 1968 GLQ 7.455298 BLQ 6.206576 5.278115 7.791110
## 1969 GLQ 7.226936 Unf 0.000000 6.356108 7.576097
## 1970 GLQ 7.259116 Unf 0.000000 6.066108 7.523481
## 1971 GLQ 6.987490 Unf 0.000000 6.289716 7.390799
## 1972 GLQ 7.130899 Unf 0.000000 5.111988 7.254885
## 1973 GLQ 3.713572 Unf 0.000000 6.812345 6.855409
## 1974 GLQ 6.753438 Unf 0.000000 5.680173 7.046647
## 1975 GLQ 7.722235 Unf 0.000000 5.631212 7.838343
## 1976 GLQ 7.047517 Unf 0.000000 6.120297 7.380256
## 1977 GLQ 6.981006 Unf 0.000000 6.003887 7.299797
## 1978 Unf 0.000000 Unf 0.000000 7.476472 7.476472
## 1979 GLQ 5.921578 Unf 0.000000 7.304516 7.527794
## 1980 GLQ 3.044522 Unf 0.000000 7.206377 7.221105
## 1981 GLQ 7.094235 Unf 0.000000 6.391917 7.496097
## 1982 GLQ 6.741701 Unf 0.000000 6.208590 7.202661
## 1983 GLQ 3.218876 Unf 0.000000 7.184629 7.202661
## 1984 Unf 0.000000 Unf 0.000000 6.639876 6.639876
## 1985 GLQ 6.979145 Unf 0.000000 5.837730 7.255591
## 1986 GLQ 6.992096 Unf 0.000000 5.726848 7.239933
## 1987 Unf 0.000000 Unf 0.000000 7.044905 7.044905
## 1988 Unf 0.000000 Unf 0.000000 6.672033 6.672033
## 1989 Unf 0.000000 Unf 0.000000 6.734592 6.734592
## 1990 Unf 0.000000 Unf 0.000000 6.742881 6.742881
## 1991 GLQ 6.776507 Unf 0.000000 6.163315 7.208600
## 1992 GLQ 6.300786 Unf 0.000000 6.084499 6.890609
## 1993 Unf 0.000000 Unf 0.000000 6.562444 6.562444
## 1994 GLQ 6.769642 Unf 0.000000 5.123964 6.945051
## 1995 Unf 0.000000 Unf 0.000000 6.723832 6.723832
## 1996 Unf 0.000000 Unf 0.000000 7.068172 7.068172
## 1997 Unf 0.000000 Unf 0.000000 7.326466 7.326466
## 1998 GLQ 7.415175 Unf 0.000000 5.777652 7.592366
## 1999 GLQ 6.747587 Unf 0.000000 5.365976 6.970730
## 2000 Unf 0.000000 Unf 0.000000 7.125283 7.125283
## 2001 BLQ 5.433722 GLQ 6.748760 0.000000 6.985642
## 2002 GLQ 7.000334 Unf 0.000000 6.180017 7.364547
## 2003 Unf 0.000000 Unf 0.000000 7.201916 7.201916
## 2004 GLQ 6.593045 Unf 0.000000 5.424950 6.862758
## 2005 GLQ 6.502790 Unf 0.000000 6.678342 7.286876
## 2006 GLQ 3.218876 Unf 0.000000 7.200425 7.218177
## 2007 Unf 0.000000 Unf 0.000000 7.415175 7.415175
## 2008 GLQ 6.805723 Unf 0.000000 5.758902 7.105786
## 2009 GLQ 4.394449 ALQ 6.320768 5.303305 6.728629
## 2010 Unf 0.000000 Unf 0.000000 6.728629 6.728629
## 2011 GLQ 4.394449 Unf 0.000000 6.999422 7.069874
## 2012 Unf 0.000000 Unf 0.000000 7.058758 7.058758
## 2013 GLQ 5.894403 Unf 0.000000 5.973810 6.626718
## 2014 GLQ 6.401917 Unf 0.000000 5.652489 6.787845
## 2015 GLQ 6.287859 Unf 0.000000 5.690359 6.725034
## 2016 GLQ 6.159095 Unf 0.000000 5.874931 6.719013
## 2017 GLQ 5.986452 Unf 0.000000 6.086775 6.729824
## 2018 BLQ 3.988984 ALQ 6.684612 4.890349 6.892642
## 2019 ALQ 6.639876 Unf 0.000000 4.615121 6.762730
## 2020 ALQ 6.792344 Unf 0.000000 0.000000 6.792344
## 2021 ALQ 6.194405 Unf 0.000000 5.929589 6.762730
## 2022 ALQ 6.685861 Unf 0.000000 6.447306 7.266129
## 2023 LwQ 5.252273 ALQ 6.699500 0.000000 6.909753
## 2024 ALQ 6.558198 Unf 0.000000 5.424950 6.836259
## 2025 BLQ 6.255750 Unf 0.000000 7.192182 7.522400
## 2026 GLQ 3.218876 Unf 0.000000 7.100027 7.119636
## 2027 GLQ 5.968708 Unf 0.000000 5.351858 6.398595
## 2028 Unf 0.000000 Unf 0.000000 6.536692 6.536692
## 2029 GLQ 6.311735 Unf 0.000000 5.273000 6.613384
## 2030 GLQ 6.935370 Unf 0.000000 6.376727 7.387090
## 2031 GLQ 6.912743 Unf 0.000000 5.726848 7.178545
## 2032 GLQ 6.872128 Unf 0.000000 6.122493 7.258412
## 2033 GLQ 7.040536 Unf 0.000000 6.033086 7.351158
## 2034 GLQ 6.398595 Unf 0.000000 4.290459 6.511745
## 2035 GLQ 6.525030 Unf 0.000000 5.181784 6.755769
## 2036 GLQ 6.418365 Unf 0.000000 5.855072 6.867974
## 2037 GLQ 6.701960 Unf 0.000000 4.997212 6.867974
## 2038 BLQ 4.859812 GLQ 6.736967 0.000000 6.878326
## 2039 LwQ 6.329721 GLQ 6.508769 0.000000 7.115582
## 2040 GLQ 6.018593 Unf 0.000000 6.371612 6.902743
## 2041 GLQ 6.951772 Rec 5.948035 0.000000 7.263330
## 2042 Unf 0.000000 Unf 0.000000 6.859615 6.859615
## 2043 GLQ 6.720220 Unf 0.000000 6.396930 7.264030
## 2044 Rec 5.710427 Unf 0.000000 7.272398 7.462215
## 2045 ALQ 6.403574 BLQ 5.686975 6.584791 7.390799
## 2046 Unf 0.000000 Unf 0.000000 7.393878 7.393878
## 2047 LwQ 6.597146 Unf 0.000000 0.000000 6.597146
## 2048 ALQ 5.564520 Rec 6.124683 5.283204 6.816736
## 2049 Unf 0.000000 Unf 0.000000 7.455298 7.455298
## 2050 ALQ 6.369901 Unf 0.000000 5.493061 6.716595
## 2051 None 0.000000 None 0.000000 0.000000 0.000000
## 2052 Unf 0.000000 Unf 0.000000 7.016610 7.016610
## 2053 BLQ 6.270988 Unf 0.000000 6.381816 7.020191
## 2054 Rec 4.795791 Unf 0.000000 5.433722 5.855072
## 2055 Rec 6.490724 Unf 0.000000 6.459904 7.167809
## 2056 BLQ 3.496508 Rec 5.733341 5.451038 6.350886
## 2057 LwQ 6.276643 Unf 0.000000 6.226537 6.944087
## 2058 BLQ 6.356108 Unf 0.000000 6.272877 7.007601
## 2059 ALQ 6.432940 LwQ 3.970292 6.222576 7.070724
## 2060 ALQ 6.960348 Unf 0.000000 5.278115 7.130099
## 2061 LwQ 6.865891 Unf 0.000000 6.082219 7.241366
## 2062 Rec 6.652863 Unf 0.000000 5.802118 7.007601
## 2063 Rec 5.003946 Unf 0.000000 6.350886 6.580639
## 2064 Rec 6.216606 LwQ 5.283204 6.124683 7.050123
## 2065 BLQ 6.437752 LwQ 4.859812 5.451038 6.892642
## 2066 Unf 0.000000 Unf 0.000000 6.906755 6.906755
## 2067 None 0.000000 None 0.000000 0.000000 0.000000
## 2068 Unf 0.000000 Unf 0.000000 7.509335 7.509335
## 2069 None 0.000000 None 0.000000 0.000000 0.000000
## 2070 Unf 0.000000 Unf 0.000000 6.617403 6.617403
## 2071 Unf 0.000000 Unf 0.000000 6.511745 6.511745
## 2072 Unf 0.000000 Unf 0.000000 6.794587 6.794587
## 2073 Rec 6.613384 Unf 0.000000 5.129899 6.816736
## 2074 BLQ 6.458338 Unf 0.000000 6.516193 7.180070
## 2075 GLQ 6.548219 Unf 0.000000 5.953243 6.986566
## 2076 LwQ 6.070738 Unf 0.000000 6.098074 6.776507
## 2077 BLQ 6.167516 Rec 6.192362 5.680173 7.136483
## 2078 BLQ 6.255750 Rec 5.768321 5.241747 6.935370
## 2079 ALQ 5.755742 Unf 0.000000 6.118097 6.645091
## 2080 Unf 0.000000 Unf 0.000000 6.842683 6.842683
## 2081 Rec 6.513230 Unf 0.000000 5.204007 6.751101
## 2082 Unf 0.000000 Unf 0.000000 7.496097 7.496097
## 2083 GLQ 5.916202 Unf 0.000000 5.988961 6.645091
## 2084 Unf 0.000000 Unf 0.000000 6.716595 6.716595
## 2085 Unf 0.000000 Unf 0.000000 7.019297 7.019297
## 2086 GLQ 4.574711 Unf 0.000000 4.574711 5.262690
## 2087 Unf 0.000000 Unf 0.000000 6.660575 6.660575
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## 2415 Unf 0.000000 Unf 0.000000 7.353082 7.353082
## 2416 ALQ 6.091310 Unf 0.000000 6.230481 6.855409
## 2417 Rec 4.454347 ALQ 6.862758 0.000000 6.947937
## 2418 Rec 4.744932 ALQ 6.539586 4.795791 6.830874
## 2419 Rec 5.017280 Unf 0.000000 6.947937 7.082549
## 2420 BLQ 6.677083 Unf 0.000000 4.875197 6.828712
## 2421 BLQ 6.390241 Rec 5.872118 5.056246 7.008505
## 2422 Rec 5.680173 Unf 0.000000 6.450470 6.829794
## 2423 Unf 0.000000 Unf 0.000000 6.830874 6.830874
## 2424 LwQ 5.293305 Unf 0.000000 6.926577 7.104144
## 2425 Unf 0.000000 Unf 0.000000 6.502790 6.502790
## 2426 ALQ 6.938284 LwQ 4.204693 4.025352 7.049255
## 2427 Unf 0.000000 Unf 0.000000 6.602588 6.602588
## 2428 Rec 5.493061 ALQ 6.182085 0.000000 6.587550
## 2429 ALQ 5.262690 Unf 0.000000 6.591674 6.825460
## 2430 Rec 6.859615 Unf 0.000000 0.000000 6.859615
## 2431 LwQ 6.070738 Unf 0.000000 6.070738 6.762730
## 2432 GLQ 6.354370 Unf 0.000000 6.146329 6.947937
## 2433 Rec 6.439350 Unf 0.000000 6.302619 7.065613
## 2434 Rec 6.606650 Unf 0.000000 6.222576 7.125283
## 2435 BLQ 7.002156 Rec 5.043425 4.836282 7.228388
## 2436 None 0.000000 None 0.000000 0.000000 0.000000
## 2437 ALQ 4.709530 BLQ 6.093570 5.746203 6.762730
## 2438 ALQ 6.599870 Unf 0.000000 5.093750 6.799056
## 2439 Unf 0.000000 Unf 0.000000 6.746412 6.746412
## 2440 Rec 5.624018 Unf 0.000000 6.345636 6.740519
## 2441 LwQ 6.663133 Unf 0.000000 5.484797 6.930495
## 2442 Unf 0.000000 Unf 0.000000 6.875232 6.875232
## 2443 Unf 0.000000 Unf 0.000000 6.695799 6.695799
## 2444 BLQ 4.875197 Unf 0.000000 6.311735 6.523562
## 2445 LwQ 4.812184 Rec 6.107023 0.000000 6.347389
## 2446 Unf 0.000000 Unf 0.000000 6.981006 6.981006
## 2447 Unf 0.000000 Unf 0.000000 6.587550 6.587550
## 2448 LwQ 5.283204 Rec 5.351858 5.777652 6.591674
## 2449 BLQ 5.129899 Unf 0.000000 6.107023 6.424869
## 2450 BLQ 5.560682 Unf 0.000000 6.504288 6.831954
## 2451 Rec 5.758902 Unf 0.000000 5.918894 6.533789
## 2452 Unf 0.000000 Unf 0.000000 6.709304 6.709304
## 2453 None 0.000000 None 0.000000 0.000000 0.000000
## 2454 None 0.000000 None 0.000000 0.000000 0.000000
## 2455 LwQ 5.762051 Rec 5.429346 5.361292 6.629363
## 2456 Rec 6.814543 Unf 0.000000 0.000000 6.814543
## 2457 Rec 5.726848 Unf 0.000000 6.047372 6.591674
## 2458 Rec 5.624018 Unf 0.000000 5.783825 6.398595
## 2459 Unf 0.000000 Unf 0.000000 6.785588 6.785588
## 2460 LwQ 3.970292 Unf 0.000000 6.697034 6.759255
## 2461 Rec 3.891820 Unf 0.000000 6.437752 6.511745
## 2462 Unf 0.000000 Unf 0.000000 6.874198 6.874198
## 2463 ALQ 5.863631 Unf 0.000000 6.006353 6.629363
## 2464 Unf 0.000000 Unf 0.000000 7.003974 7.003974
## 2465 Unf 0.000000 Unf 0.000000 6.645091 6.645091
## 2466 Unf 0.000000 Unf 0.000000 6.621406 6.621406
## 2467 Rec 5.820083 Unf 0.000000 5.820083 6.511745
## 2468 Unf 0.000000 Unf 0.000000 6.385194 6.385194
## 2469 Unf 0.000000 Unf 0.000000 6.877296 6.877296
## 2470 BLQ 5.929589 Unf 0.000000 5.905362 6.609349
## 2471 LwQ 5.872118 Rec 5.988961 5.416100 6.884487
## 2472 LwQ 5.929589 Unf 0.000000 6.638568 7.037906
## 2473 Rec 6.525030 ALQ 4.852030 0.000000 6.695799
## 2475 ALQ 5.666427 Unf 0.000000 6.576470 6.913737
## 2476 ALQ 6.186209 Unf 0.000000 5.236442 6.511745
## 2477 ALQ 6.830874 Unf 0.000000 0.000000 6.830874
## 2478 BLQ 6.666957 Unf 0.000000 6.455199 7.259116
## 2479 Rec 6.242223 LwQ 4.976734 5.855072 6.913737
## 2480 LwQ 4.234107 BLQ 6.583409 5.252273 6.888572
## 2481 Rec 5.521461 BLQ 6.635947 3.433987 6.947937
## 2482 GLQ 6.618739 Unf 0.000000 3.044522 6.645091
## 2483 Rec 5.129899 BLQ 5.666427 6.042633 6.776507
## 2484 LwQ 4.744932 BLQ 6.272877 5.707110 6.850126
## 2485 Rec 5.379897 ALQ 6.077642 5.568345 6.816736
## 2486 Rec 5.958425 ALQ 6.259581 5.808142 7.123673
## 2487 BLQ 5.590987 Unf 0.000000 6.003887 6.510258
## 2488 ALQ 5.556828 Unf 0.000000 6.047372 6.523562
## 2489 Rec 6.602588 Unf 0.000000 5.446737 6.875232
## 2491 None 0.000000 None 0.000000 0.000000 0.000000
## 2492 BLQ 5.703782 LwQ 6.793466 0.000000 7.082549
## 2493 BLQ 5.707110 Unf 0.000000 4.700480 6.016157
## 2494 Rec 6.376727 Unf 0.000000 6.188264 6.979145
## 2495 Unf 0.000000 Unf 0.000000 6.184149 6.184149
## 2496 LwQ 5.869297 Unf 0.000000 6.841615 7.161622
## 2497 BLQ 6.198479 Unf 0.000000 6.210600 6.896694
## 2498 Rec 6.118097 Unf 0.000000 6.021023 6.762730
## 2499 None 0.000000 None 0.000000 0.000000 0.000000
## 2500 LwQ 5.648974 GLQ 6.628041 0.000000 6.946014
## 2501 ALQ 6.324359 Unf 0.000000 6.666957 7.202661
## 2502 LwQ 6.985642 Unf 0.000000 0.000000 6.985642
## 2503 Unf 0.000000 Unf 0.000000 6.858565 6.858565
## 2504 Unf 0.000000 Unf 0.000000 7.008505 7.008505
## 2505 GLQ 6.210600 Unf 0.000000 5.645447 6.659294
## 2506 Unf 0.000000 Unf 0.000000 7.404888 7.404888
## 2507 Unf 0.000000 Unf 0.000000 7.669028 7.669028
## 2508 Unf 0.000000 Unf 0.000000 7.404888 7.404888
## 2509 GLQ 3.044522 Unf 0.000000 7.331060 7.344073
## 2510 GLQ 3.610918 Unf 0.000000 7.282074 7.306531
## 2511 Unf 0.000000 Unf 0.000000 7.147559 7.147559
## 2512 Unf 0.000000 Unf 0.000000 6.779922 6.779922
## 2513 GLQ 6.411818 LwQ 5.774552 0.000000 6.835185
## 2514 LwQ 3.951244 GLQ 6.820016 0.000000 6.874198
## 2515 ALQ 6.311735 Unf 0.000000 6.159095 6.930495
## 2516 GLQ 6.291569 Unf 0.000000 4.574711 6.455199
## 2517 GLQ 6.042633 Unf 0.000000 6.347389 6.898715
## 2518 ALQ 6.309918 Unf 0.000000 6.308098 7.001246
## 2519 GLQ 5.837730 Unf 0.000000 6.472346 6.896694
## 2520 GLQ 6.459904 Unf 0.000000 5.375278 6.749931
## 2521 Unf 0.000000 Unf 0.000000 6.740519 6.740519
## 2522 GLQ 6.735780 Unf 0.000000 4.976734 6.893656
## 2523 BLQ 6.498282 Unf 0.000000 5.308268 6.762730
## 2524 GLQ 6.220590 Unf 0.000000 6.242223 6.923629
## 2525 ALQ 6.628041 Unf 0.000000 5.484797 6.903747
## 2526 ALQ 6.291569 Unf 0.000000 6.218600 6.947937
## 2527 Rec 4.110874 BLQ 6.035481 5.991465 6.776507
## 2528 BLQ 5.802118 Rec 6.070738 4.634729 6.762730
## 2529 ALQ 6.510258 Unf 0.000000 5.267858 6.762730
## 2530 Rec 5.955837 Unf 0.000000 0.000000 5.955837
## 2531 GLQ 7.253470 Unf 0.000000 5.568345 7.422971
## 2532 GLQ 6.484635 Unf 0.000000 5.786897 6.887553
## 2533 Unf 0.000000 Unf 0.000000 6.758095 6.758095
## 2534 BLQ 6.013715 GLQ 6.144186 6.527958 7.350516
## 2535 GLQ 7.089243 Unf 0.000000 5.811141 7.334329
## 2536 GLQ 6.637258 Unf 0.000000 4.595120 6.758095
## 2537 GLQ 6.820016 Unf 0.000000 6.056784 7.201916
## 2538 Unf 0.000000 Unf 0.000000 6.605298 6.605298
## 2539 GLQ 6.565265 Unf 0.000000 6.133398 7.064759
## 2540 Unf 0.000000 Unf 0.000000 7.193686 7.193686
## 2541 Unf 0.000000 Unf 0.000000 6.605298 6.605298
## 2542 Unf 0.000000 Unf 0.000000 6.645091 6.645091
## 2543 ALQ 6.842683 Unf 0.000000 0.000000 6.842683
## 2544 BLQ 4.890349 LwQ 6.735780 4.753590 6.993015
## 2545 ALQ 4.875197 BLQ 4.663439 6.502790 6.804615
## 2546 Unf 0.000000 Unf 0.000000 7.073270 7.073270
## 2547 GLQ 6.224558 Unf 0.000000 6.124683 6.867974
## 2548 None 0.000000 None 0.000000 0.000000 0.000000
## 2549 GLQ 6.416732 Unf 0.000000 4.820282 6.599870
## 2550 GLQ 8.296796 Unf 0.000000 6.990257 8.536211
## 2551 GLQ 6.148468 Unf 0.000000 4.394449 6.306275
## 2552 Rec 4.356709 ALQ 6.723832 3.970292 6.867974
## 2553 None 0.000000 None 0.000000 0.000000 0.000000
## 2554 Unf 0.000000 Unf 0.000000 7.086738 7.086738
## 2555 LwQ 4.976734 ALQ 5.631212 5.476464 6.493754
## 2556 BLQ 6.300786 Unf 0.000000 5.416100 6.645091
## 2557 ALQ 6.526495 Unf 0.000000 5.209486 6.762730
## 2558 Rec 5.918894 Unf 0.000000 6.830874 7.167809
## 2559 BLQ 5.768321 Unf 0.000000 6.879356 7.163172
## 2560 BLQ 4.736198 Unf 0.000000 6.289716 6.480045
## 2561 GLQ 5.509388 Unf 0.000000 5.655992 6.276643
## 2562 Unf 0.000000 Unf 0.000000 6.373320 6.373320
## 2563 Unf 0.000000 Unf 0.000000 6.532334 6.532334
## 2564 Unf 0.000000 Unf 0.000000 6.747587 6.747587
## 2565 None 0.000000 None 0.000000 0.000000 0.000000
## 2566 GLQ 5.247024 Unf 0.000000 6.609349 6.836259
## 2567 LwQ 6.280396 Unf 0.000000 5.278115 6.591674
## 2568 LwQ 6.293419 Rec 6.928538 0.000000 7.353082
## 2569 BLQ 6.701960 Unf 0.000000 6.516193 7.305860
## 2570 GLQ 5.802118 Unf 0.000000 5.231109 6.248043
## 2571 Unf 0.000000 Unf 0.000000 7.427144 7.427144
## 2572 GLQ 6.359574 Unf 0.000000 6.059123 6.912743
## 2573 Rec 6.075346 Unf 0.000000 7.141245 7.436617
## 2574 Unf 0.000000 Unf 0.000000 5.634790 5.634790
## 2575 ALQ 5.929589 Unf 0.000000 5.846439 6.580639
## 2576 Unf 0.000000 Unf 0.000000 6.842683 6.842683
## 2578 Unf 0.000000 Unf 0.000000 6.705639 6.705639
## 2579 None 0.000000 None 0.000000 0.000000 0.000000
## 2580 Unf 0.000000 Unf 0.000000 6.864848 6.864848
## 2581 GLQ 6.875232 Unf 0.000000 4.672829 6.979145
## 2582 ALQ 6.603944 Unf 0.000000 4.615121 6.731018
## 2583 GLQ 7.361375 Unf 0.000000 0.000000 7.361375
## 2584 GLQ 6.909753 Unf 0.000000 0.000000 6.909753
## 2585 GLQ 6.373320 Unf 0.000000 6.753438 7.273786
## 2586 GLQ 7.239215 Unf 0.000000 2.890372 7.251345
## 2587 GLQ 7.122867 Unf 0.000000 5.375278 7.282761
## 2588 Rec 5.416100 GLQ 6.274762 4.595120 6.748760
## 2589 ALQ 6.829794 Unf 0.000000 3.850148 6.878326
## 2590 GLQ 6.856462 Unf 0.000000 6.315358 7.314553
## 2591 Unf 0.000000 Unf 0.000000 6.373320 6.373320
## 2592 Unf 0.000000 Unf 0.000000 7.432484 7.432484
## 2593 GLQ 6.369901 Unf 0.000000 6.871091 7.344073
## 2594 ALQ 5.375278 BLQ 4.394449 6.878326 7.143618
## 2595 GLQ 5.525453 Unf 0.000000 6.925595 7.145196
## 2596 GLQ 7.192934 Unf 0.000000 6.386879 7.561642
## 2597 Unf 0.000000 Unf 0.000000 7.307873 7.307873
## 2598 GLQ 6.642487 Unf 0.000000 5.877736 7.023759
## 2599 Unf 0.000000 Unf 0.000000 7.509335 7.509335
## 2600 None 0.000000 None 0.000000 0.000000 0.000000
## 2601 Rec 2.833213 GLQ 6.807935 0.000000 6.825460
## 2602 BLQ 5.533389 Unf 0.000000 5.686975 6.304449
## 2603 GLQ 6.222576 Unf 0.000000 3.332205 6.274762
## 2604 ALQ 5.953243 Unf 0.000000 5.093750 6.304449
## 2605 Unf 0.000000 Unf 0.000000 6.304449 6.304449
## 2606 GLQ 6.828712 Unf 0.000000 0.000000 6.828712
## 2607 GLQ 7.046647 Unf 0.000000 4.574711 7.126891
## 2608 ALQ 7.014814 Unf 0.000000 3.891820 7.057037
## 2609 Rec 6.276643 Unf 0.000000 5.225747 6.575076
## 2610 GLQ 6.680855 Unf 0.000000 0.000000 6.680855
## 2611 BLQ 6.699500 Unf 0.000000 6.373320 7.242082
## 2612 LwQ 6.994850 Unf 0.000000 0.000000 6.994850
## 2613 ALQ 6.391917 Unf 0.000000 5.398163 6.705639
## 2614 ALQ 6.248043 Unf 0.000000 5.855072 6.762730
## 2615 BLQ 6.150603 Rec 6.291569 5.147494 7.072422
## 2616 Rec 6.651572 Unf 0.000000 5.463832 6.916715
## 2617 Rec 7.028201 Unf 0.000000 6.196444 7.388946
## 2618 ALQ 7.013016 Unf 0.000000 6.390241 7.441907
## 2619 Unf 0.000000 Unf 0.000000 7.524021 7.524021
## 2620 GLQ 6.552508 Unf 0.000000 4.736198 6.701960
## 2621 Unf 0.000000 Unf 0.000000 6.661855 6.661855
## 2622 Unf 0.000000 Unf 0.000000 6.711740 6.711740
## 2623 Unf 0.000000 Unf 0.000000 6.980076 6.980076
## 2624 GLQ 4.110874 Unf 0.000000 7.403061 7.438972
## 2625 Unf 0.000000 Unf 0.000000 7.631917 7.631917
## 2626 GLQ 6.559615 Unf 0.000000 6.122493 7.057037
## 2627 Unf 0.000000 Unf 0.000000 7.083388 7.083388
## 2628 GLQ 7.105786 Unf 0.000000 5.198497 7.243513
## 2629 Unf 0.000000 Unf 0.000000 7.332369 7.332369
## 2630 GLQ 5.327876 Unf 0.000000 6.791221 6.998510
## 2631 GLQ 7.095893 Unf 0.000000 6.469250 7.523481
## 2632 Unf 0.000000 Unf 0.000000 7.237778 7.237778
## 2633 GLQ 7.083388 Unf 0.000000 6.261492 7.447168
## 2634 GLQ 7.256297 Unf 0.000000 6.204558 7.555382
## 2635 GLQ 6.746412 Unf 0.000000 4.934474 6.896694
## 2636 Unf 0.000000 Unf 0.000000 6.852243 6.852243
## 2637 GLQ 6.913737 Unf 0.000000 3.761200 6.954639
## 2638 ALQ 6.670766 Unf 0.000000 5.153292 6.867974
## 2639 ALQ 6.308098 Unf 0.000000 4.852030 6.516193
## 2640 ALQ 6.628041 Unf 0.000000 5.855072 7.006695
## 2641 Rec 3.044522 LwQ 6.431331 5.416100 6.762730
## 2642 GLQ 6.858565 Unf 0.000000 6.285998 7.305188
## 2643 Unf 0.000000 Unf 0.000000 6.265301 6.265301
## 2644 LwQ 5.998937 Unf 0.000000 5.897154 6.641182
## 2645 ALQ 5.645447 Unf 0.000000 5.361292 6.204558
## 2646 ALQ 5.624018 Unf 0.000000 5.337538 6.182085
## 2647 BLQ 5.948035 Unf 0.000000 4.969813 6.265301
## 2648 ALQ 6.590301 BLQ 5.056246 5.231109 6.975414
## 2649 ALQ 5.924256 Rec 4.691348 6.137727 6.850126
## 2650 ALQ 4.795791 BLQ 6.200509 6.095825 6.962243
## 2651 ALQ 4.262680 Unf 0.000000 6.666957 6.752270
## 2652 GLQ 7.222566 Unf 0.000000 5.913503 7.461066
## 2653 Unf 0.000000 Unf 0.000000 7.389564 7.389564
## 2654 Unf 0.000000 Unf 0.000000 7.451242 7.451242
## 2655 GLQ 7.317212 Unf 0.000000 5.897154 7.533159
## 2656 Unf 0.000000 Unf 0.000000 6.994850 6.994850
## 2657 GLQ 7.163172 Unf 0.000000 5.758902 7.382124
## 2658 Unf 0.000000 Unf 0.000000 7.098376 7.098376
## 2659 Unf 0.000000 Unf 0.000000 6.961296 6.961296
## 2660 GLQ 6.781058 Unf 0.000000 6.469250 7.329750
## 2661 GLQ 7.117206 Unf 0.000000 6.329721 7.491645
## 2662 GLQ 7.232733 Unf 0.000000 5.986452 7.484930
## 2663 GLQ 6.902743 Unf 0.000000 6.056784 7.259116
## 2664 GLQ 6.159095 Unf 0.000000 6.993015 7.353082
## 2665 GLQ 6.931472 Unf 0.000000 6.498282 7.430707
## 2666 GLQ 6.030685 Unf 0.000000 7.132498 7.418781
## 2667 Unf 0.000000 Unf 0.000000 6.591674 6.591674
## 2668 Unf 0.000000 Unf 0.000000 6.605298 6.605298
## 2669 Unf 0.000000 Unf 0.000000 7.190676 7.190676
## 2670 Unf 0.000000 Unf 0.000000 6.959399 6.959399
## 2671 Unf 0.000000 Unf 0.000000 6.605298 6.605298
## 2672 GLQ 6.118097 Unf 0.000000 6.643790 7.107425
## 2673 GLQ 6.946014 Unf 0.000000 5.802118 7.221836
## 2674 GLQ 6.966024 Unf 0.000000 5.726848 7.219642
## 2675 GLQ 2.833213 Unf 0.000000 7.027315 7.041412
## 2676 Unf 0.000000 Unf 0.000000 6.744059 6.744059
## 2677 ALQ 6.597146 Unf 0.000000 5.525453 6.890609
## 2678 Unf 0.000000 Unf 0.000000 6.943122 6.943122
## 2679 GLQ 6.674561 Unf 0.000000 5.537334 6.951772
## 2680 GLQ 6.226537 Unf 0.000000 6.486161 7.057037
## 2681 GLQ 7.075809 Unf 0.000000 5.883322 7.340187
## 2682 ALQ 6.269096 Unf 0.000000 6.704414 7.202661
## 2683 Rec 5.680173 GLQ 7.239933 3.891820 7.458186
## 2684 GLQ 5.942799 BLQ 5.129899 6.610696 7.163172
## 2685 LwQ 5.513429 GLQ 6.946976 0.000000 7.160069
## 2686 Unf 0.000000 Unf 0.000000 7.003974 7.003974
## 2687 GLQ 7.354362 Unf 0.000000 4.691348 7.421178
## 2688 Unf 0.000000 Unf 0.000000 7.316548 7.316548
## 2689 GLQ 3.218876 Unf 0.000000 7.134891 7.153834
## 2690 GLQ 7.515889 Unf 0.000000 5.303305 7.619233
## Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1461 GasA TA Y SBrkr 6.799056 0.000000 0.000000
## 1462 GasA TA Y SBrkr 7.192934 0.000000 0.000000
## 1463 GasA Gd Y SBrkr 6.834109 6.553933 0.000000
## 1464 GasA Ex Y SBrkr 6.831954 6.520621 0.000000
## 1465 GasA Ex Y SBrkr 7.155396 0.000000 0.000000
## 1466 GasA Gd Y SBrkr 6.638568 6.794587 0.000000
## 1467 GasA Ex Y SBrkr 7.080026 0.000000 0.000000
## 1468 GasA Gd Y SBrkr 6.672033 6.517671 0.000000
## 1469 GasA Gd Y SBrkr 7.201916 0.000000 0.000000
## 1470 GasA TA Y SBrkr 6.783325 0.000000 0.000000
## 1471 GasA Ex Y SBrkr 7.198931 0.000000 0.000000
## 1472 GasA TA Y SBrkr 6.182085 6.224558 0.000000
## 1473 GasA TA Y SBrkr 6.265301 6.342121 0.000000
## 1474 GasA TA Y SBrkr 6.752270 6.400257 0.000000
## 1475 GasA Ex Y SBrkr 6.729824 0.000000 0.000000
## 1476 GasA Ex Y SBrkr 7.395108 6.562444 0.000000
## 1477 GasA Ex Y SBrkr 7.342779 0.000000 0.000000
## 1478 GasA Ex Y SBrkr 7.437795 0.000000 0.000000
## 1479 GasA Ex Y SBrkr 7.508239 0.000000 0.000000
## 1480 GasA Ex Y SBrkr 7.899895 0.000000 0.000000
## 1481 GasA Ex Y SBrkr 7.431300 6.335054 0.000000
## 1482 GasA Ex Y SBrkr 7.223296 0.000000 0.000000
## 1483 GasA Ex Y SBrkr 7.189168 0.000000 0.000000
## 1484 GasA Ex Y SBrkr 7.044033 0.000000 0.000000
## 1485 GasA Ex Y SBrkr 6.613384 6.447306 0.000000
## 1486 GasA Ex Y SBrkr 6.742881 6.787845 0.000000
## 1487 GasA Ex Y SBrkr 7.406103 6.722630 0.000000
## 1488 GasA Ex Y SBrkr 7.375256 0.000000 0.000000
## 1489 GasA Ex Y SBrkr 7.105786 0.000000 0.000000
## 1490 GasA Ex Y SBrkr 7.292337 0.000000 0.000000
## 1491 GasA Ex Y SBrkr 6.723832 6.720220 0.000000
## 1492 GasA TA N FuseA 6.920672 0.000000 0.000000
## 1493 GasA Ex Y SBrkr 7.309881 0.000000 0.000000
## 1494 GasA Ex Y SBrkr 7.132498 7.002156 0.000000
## 1495 GasA Ex Y SBrkr 7.246368 6.714171 0.000000
## 1496 GasA Ex Y SBrkr 7.305860 0.000000 0.000000
## 1497 GasA Ex Y SBrkr 6.734592 6.734592 0.000000
## 1498 GasA Ex Y SBrkr 6.398595 6.398595 0.000000
## 1499 GasA Ex Y SBrkr 6.398595 6.398595 0.000000
## 1500 GasA Ex Y SBrkr 6.398595 6.456770 0.000000
## 1501 GasA Ex Y SBrkr 6.629363 6.629363 0.000000
## 1502 GasA Ex Y SBrkr 6.274762 6.311735 0.000000
## 1503 GasA Ex Y SBrkr 7.257708 0.000000 0.000000
## 1504 GasA Ex Y SBrkr 6.883463 6.773080 0.000000
## 1505 GasA Ex Y SBrkr 7.308543 0.000000 0.000000
## 1506 GasA Gd Y SBrkr 7.512071 0.000000 0.000000
## 1507 GasA Ex Y SBrkr 7.155396 7.103322 0.000000
## 1508 GasA TA Y SBrkr 7.160846 6.405228 0.000000
## 1509 GasA TA Y SBrkr 6.836259 6.573680 0.000000
## 1510 GasA TA Y SBrkr 7.117206 0.000000 0.000000
## 1511 GasA Gd Y SBrkr 7.098376 0.000000 0.000000
## 1512 GasA Ex Y SBrkr 7.320527 0.000000 0.000000
## 1513 GasA TA Y SBrkr 7.031741 6.469250 0.000000
## 1514 GasA TA Y SBrkr 7.455298 0.000000 0.000000
## 1515 GasA Gd Y SBrkr 7.565275 6.278521 0.000000
## 1516 GasA TA Y SBrkr 6.927558 6.287859 0.000000
## 1517 GasA Gd Y SBrkr 7.029088 0.000000 0.000000
## 1518 GasA TA Y SBrkr 7.380879 0.000000 0.000000
## 1519 GasA Ex Y SBrkr 7.300473 0.000000 0.000000
## 1520 GasA TA Y SBrkr 7.042286 0.000000 0.000000
## 1521 GasA Fa Y SBrkr 7.095893 0.000000 0.000000
## 1522 GasA Ex Y SBrkr 7.365813 0.000000 0.000000
## 1523 GasA TA Y FuseA 6.725034 6.226537 0.000000
## 1524 GasA TA Y SBrkr 6.970730 0.000000 0.000000
## 1525 GasA TA Y SBrkr 6.880384 0.000000 0.000000
## 1526 GasA TA Y SBrkr 6.896694 0.000000 0.000000
## 1527 GasA Gd Y SBrkr 6.893656 0.000000 0.000000
## 1528 GasA TA Y SBrkr 6.705639 6.013715 0.000000
## 1529 GasA Ex Y SBrkr 7.069874 0.000000 0.000000
## 1530 GasA TA Y SBrkr 7.241366 0.000000 0.000000
## 1531 GasA TA Y SBrkr 7.054450 6.533789 0.000000
## 1532 GasA TA Y SBrkr 6.842683 0.000000 0.000000
## 1533 GasA Gd Y SBrkr 7.206377 0.000000 0.000000
## 1534 GasA Gd Y SBrkr 6.719013 6.052089 0.000000
## 1535 GasA Ex Y SBrkr 6.935370 6.408529 0.000000
## 1536 GasA TA Y SBrkr 6.966967 5.225747 0.000000
## 1537 GasA TA N SBrkr 6.725034 0.000000 0.000000
## 1538 GasW TA N SBrkr 6.836259 6.456770 0.000000
## 1539 GasA Ex Y SBrkr 7.054450 7.013915 0.000000
## 1540 Grav Fa N FuseF 7.029088 7.029088 0.000000
## 1541 GasA Ex Y SBrkr 6.767343 6.401917 0.000000
## 1542 GasA Ex Y SBrkr 6.938284 6.368187 0.000000
## 1543 GasA TA N FuseA 7.057037 6.812345 0.000000
## 1544 GasA TA N FuseF 6.641182 0.000000 0.000000
## 1545 GasA TA Y SBrkr 6.411818 6.263398 0.000000
## 1546 GasA Ex Y FuseA 6.744059 5.855072 0.000000
## 1547 GasA TA Y FuseA 6.862758 6.212606 0.000000
## 1548 GasA TA Y SBrkr 6.660575 6.456770 0.000000
## 1549 GasA Gd Y SBrkr 6.308098 6.200509 0.000000
## 1550 GasA TA Y FuseF 6.834109 6.411818 0.000000
## 1551 GasA TA Y SBrkr 6.974479 0.000000 0.000000
## 1552 GasA Ex Y SBrkr 6.790097 6.980076 0.000000
## 1553 GasA Ex Y SBrkr 6.660575 6.660575 0.000000
## 1554 GasA Ex Y SBrkr 6.496775 6.496775 0.000000
## 1555 GasA Gd Y SBrkr 7.424165 0.000000 0.000000
## 1557 GasA TA N SBrkr 7.100852 5.198497 0.000000
## 1558 GasA Ex N SBrkr 6.398595 5.768321 0.000000
## 1559 GasW TA N SBrkr 6.849066 6.849066 0.000000
## 1560 GasA Gd Y SBrkr 6.842683 6.613384 0.000000
## 1561 GasA TA N SBrkr 7.513709 0.000000 0.000000
## 1562 GasA Ex Y SBrkr 6.794587 0.000000 0.000000
## 1563 GasA Ex Y SBrkr 6.762730 0.000000 0.000000
## 1564 GasA TA Y SBrkr 7.225481 0.000000 0.000000
## 1565 GasA Ex Y SBrkr 6.580639 6.580639 0.000000
## 1566 GasA Gd Y SBrkr 7.302496 0.000000 0.000000
## 1567 GasA TA N SBrkr 6.629363 0.000000 0.000000
## 1568 GasA Ex Y SBrkr 7.019297 6.762730 0.000000
## 1569 GasA TA Y FuseA 6.959399 6.326149 0.000000
## 1570 GasA Ex Y SBrkr 6.980076 0.000000 0.000000
## 1571 GasA Ex Y SBrkr 7.064759 0.000000 5.894403
## 1572 GasA TA Y SBrkr 7.067320 0.000000 0.000000
## 1573 GasA Ex Y SBrkr 7.319202 0.000000 0.000000
## 1574 GasA Ex Y SBrkr 7.169350 0.000000 0.000000
## 1575 GasA Ex Y SBrkr 7.268223 0.000000 0.000000
## 1576 GasA Ex Y SBrkr 6.872128 6.732211 0.000000
## 1577 GasA Ex Y SBrkr 7.109062 0.000000 0.000000
## 1578 GasA TA Y SBrkr 6.723832 6.421622 0.000000
## 1579 GasA Gd Y SBrkr 6.873164 0.000000 0.000000
## 1580 GasA Ex Y SBrkr 6.794587 6.685861 0.000000
## 1581 GasA Ex Y SBrkr 6.934397 0.000000 0.000000
## 1582 GasA TA Y SBrkr 6.776507 0.000000 0.000000
## 1583 GasA Ex Y SBrkr 7.590347 0.000000 0.000000
## 1584 GasA Ex Y SBrkr 6.951772 6.961296 0.000000
## 1585 GasA Ex Y SBrkr 6.744059 0.000000 0.000000
## 1586 GasA TA N SBrkr 6.463029 0.000000 0.000000
## 1587 GasA Ex Y SBrkr 6.900731 0.000000 0.000000
## 1588 GasA TA Y SBrkr 7.087574 0.000000 0.000000
## 1589 GasA Ex N FuseF 6.675823 5.796058 0.000000
## 1590 GasA TA Y SBrkr 7.000334 0.000000 0.000000
## 1591 GasA Ex Y SBrkr 6.867974 0.000000 0.000000
## 1592 GasA Fa N FuseA 7.167809 0.000000 0.000000
## 1593 GasA TA Y SBrkr 6.753438 0.000000 0.000000
## 1594 GasA TA Y SBrkr 6.760415 7.489412 0.000000
## 1595 GasA Ex Y SBrkr 6.796824 6.650279 0.000000
## 1596 GasA Ex Y SBrkr 7.111512 6.812345 0.000000
## 1597 GasA Ex Y SBrkr 7.005789 6.981006 0.000000
## 1598 GasA Ex Y SBrkr 6.799056 6.629363 0.000000
## 1599 GasA Gd Y SBrkr 6.942157 0.000000 0.000000
## 1600 GasA Gd Y SBrkr 7.083388 0.000000 0.000000
## 1601 GasA TA Y SBrkr 6.293419 0.000000 0.000000
## 1602 GasA Fa Y SBrkr 6.590301 5.942799 0.000000
## 1603 GasA Gd Y SBrkr 6.859615 0.000000 0.000000
## 1604 GasA Ex Y SBrkr 7.406711 0.000000 0.000000
## 1605 GasA Ex Y SBrkr 6.944087 6.781058 0.000000
## 1606 GasA TA Y SBrkr 7.159292 0.000000 0.000000
## 1607 GasA TA Y SBrkr 7.625107 0.000000 0.000000
## 1608 GasA Ex Y SBrkr 7.205635 0.000000 0.000000
## 1609 GasA Ex Y SBrkr 7.102499 0.000000 0.000000
## 1610 GasA Gd Y SBrkr 6.613384 6.552508 0.000000
## 1611 GasA TA Y SBrkr 7.142827 0.000000 0.000000
## 1612 GasA Ex Y SBrkr 7.266129 0.000000 0.000000
## 1613 GasA Ex Y SBrkr 7.204149 0.000000 0.000000
## 1614 GasA Ex Y SBrkr 6.852243 0.000000 0.000000
## 1615 GasA Ex Y SBrkr 6.304449 6.304449 0.000000
## 1616 GasA Ex Y SBrkr 6.304449 6.304449 0.000000
## 1617 GasA TA Y SBrkr 6.304449 6.304449 0.000000
## 1618 GasA Ex Y SBrkr 6.774224 0.000000 0.000000
## 1619 GasA TA Y SBrkr 6.726233 0.000000 0.000000
## 1620 GasA Gd Y SBrkr 7.104144 7.104144 0.000000
## 1621 GasA Gd Y SBrkr 6.437752 6.478510 0.000000
## 1622 GasA TA Y SBrkr 6.762730 6.423247 0.000000
## 1623 GasA Ex Y SBrkr 7.497762 0.000000 0.000000
## 1624 GasA Ex Y SBrkr 7.050123 6.470800 0.000000
## 1625 GasA TA Y SBrkr 6.783325 0.000000 0.000000
## 1626 GasA TA Y SBrkr 7.268920 0.000000 0.000000
## 1627 GasA Ex Y SBrkr 6.852243 6.498282 0.000000
## 1628 GasA Ex Y SBrkr 6.916715 7.151485 0.000000
## 1629 GasA Gd Y SBrkr 6.865891 6.508769 0.000000
## 1630 GasA Ex Y SBrkr 7.833204 0.000000 0.000000
## 1631 GasA Ex Y SBrkr 7.299121 0.000000 0.000000
## 1632 GasA Ex Y SBrkr 7.458763 0.000000 0.000000
## 1633 GasA Gd Y SBrkr 6.622736 6.448889 0.000000
## 1634 GasA Gd Y SBrkr 6.859615 6.529419 0.000000
## 1635 GasA Gd Y SBrkr 6.562444 6.697034 0.000000
## 1636 GasA Ex Y SBrkr 7.082549 0.000000 0.000000
## 1637 GasA Ex Y SBrkr 6.853299 6.896694 0.000000
## 1638 GasA TA Y SBrkr 7.051856 6.799056 0.000000
## 1639 GasA TA Y SBrkr 7.421776 0.000000 0.000000
## 1640 GasA TA Y SBrkr 7.339538 7.034388 0.000000
## 1641 GasA Gd Y SBrkr 7.443078 0.000000 0.000000
## 1642 GasA Ex Y SBrkr 6.924612 6.767343 0.000000
## 1643 GasA Ex Y SBrkr 6.965080 6.705639 0.000000
## 1644 GasA Ex Y SBrkr 6.880384 6.733402 0.000000
## 1645 GasA TA Y SBrkr 7.391415 0.000000 0.000000
## 1646 GasA Ex Y SBrkr 7.018402 0.000000 0.000000
## 1647 GasA Fa Y SBrkr 7.085064 0.000000 0.000000
## 1648 GasA TA Y SBrkr 7.074117 0.000000 0.000000
## 1649 GasA Ex Y SBrkr 6.957497 0.000000 0.000000
## 1650 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 1651 GasA Gd Y SBrkr 6.762730 0.000000 0.000000
## 1652 GasA TA Y SBrkr 6.182085 6.224558 0.000000
## 1653 GasA TA Y SBrkr 6.182085 6.224558 0.000000
## 1654 GasA TA Y SBrkr 6.690842 6.613384 0.000000
## 1655 GasA TA Y SBrkr 6.962243 0.000000 0.000000
## 1656 GasA TA Y SBrkr 6.752270 6.400257 0.000000
## 1657 GasA TA Y SBrkr 6.690842 6.613384 0.000000
## 1658 GasA TA Y SBrkr 6.752270 6.400257 0.000000
## 1659 GasA TA Y SBrkr 6.729824 0.000000 0.000000
## 1660 GasA Ex Y SBrkr 7.021976 0.000000 0.000000
## 1661 GasA Ex Y SBrkr 7.492760 6.886532 0.000000
## 1662 GasA Ex Y SBrkr 7.219642 7.189922 0.000000
## 1663 GasA Ex Y SBrkr 7.611348 0.000000 0.000000
## 1664 GasA Ex Y SBrkr 7.891705 0.000000 0.000000
## 1665 GasA Ex Y SBrkr 7.459915 0.000000 0.000000
## 1666 GasA Ex Y SBrkr 7.486053 0.000000 0.000000
## 1667 GasA Ex Y SBrkr 7.319202 6.920672 0.000000
## 1668 GasA Ex Y SBrkr 7.463937 0.000000 0.000000
## 1669 GasA Ex Y SBrkr 7.334329 0.000000 0.000000
## 1670 GasA Ex Y SBrkr 7.500529 0.000000 0.000000
## 1671 GasA Ex Y SBrkr 7.473637 0.000000 0.000000
## 1672 GasA Ex Y SBrkr 7.805067 0.000000 0.000000
## 1673 GasA Ex Y SBrkr 7.008505 7.167038 0.000000
## 1674 GasA Gd Y SBrkr 7.382124 0.000000 0.000000
## 1675 GasA Ex Y SBrkr 7.214504 0.000000 0.000000
## 1676 GasA Ex Y SBrkr 7.175490 0.000000 0.000000
## 1677 GasA Ex Y SBrkr 7.214504 0.000000 0.000000
## 1678 GasA Ex Y SBrkr 7.821242 0.000000 0.000000
## 1679 GasA Ex Y SBrkr 7.696667 0.000000 0.000000
## 1680 GasA Ex Y SBrkr 7.541683 0.000000 0.000000
## 1681 GasA Ex Y SBrkr 7.284135 0.000000 0.000000
## 1682 GasA Ex Y SBrkr 7.446001 0.000000 0.000000
## 1683 GasA Ex Y SBrkr 7.248504 0.000000 0.000000
## 1684 GasA Ex Y SBrkr 6.591674 6.591674 0.000000
## 1685 GasA Ex Y SBrkr 6.614726 6.614726 0.000000
## 1686 GasA Ex Y SBrkr 7.107425 0.000000 0.000000
## 1687 GasA Ex Y SBrkr 6.613384 6.447306 0.000000
## 1688 GasA Ex Y SBrkr 6.767343 6.637258 0.000000
## 1689 GasA Ex Y SBrkr 6.741701 6.618739 0.000000
## 1690 GasA Ex Y SBrkr 6.693324 6.527958 0.000000
## 1691 GasA Ex Y SBrkr 6.549651 6.469250 0.000000
## 1692 GasA Ex Y SBrkr 6.778785 7.027315 0.000000
## 1693 GasA Ex Y SBrkr 6.613384 6.447306 0.000000
## 1694 GasA Ex Y SBrkr 6.709304 6.545350 0.000000
## 1695 GasA Ex Y SBrkr 6.652863 6.487684 0.000000
## 1696 GasA Ex Y SBrkr 7.109879 6.993933 0.000000
## 1697 GasA Ex Y SBrkr 6.652863 6.487684 0.000000
## 1698 GasA Ex Y SBrkr 7.290975 7.108244 0.000000
## 1699 GasA Ex Y SBrkr 7.632401 0.000000 0.000000
## 1700 GasA Ex Y SBrkr 6.998510 6.875232 0.000000
## 1701 GasA Ex Y SBrkr 7.103322 6.925595 0.000000
## 1702 GasA Ex Y SBrkr 7.436617 0.000000 0.000000
## 1703 GasA Ex Y SBrkr 7.413970 0.000000 0.000000
## 1704 GasA Ex Y SBrkr 7.440147 0.000000 0.000000
## 1705 GasA Ex Y SBrkr 7.267525 0.000000 0.000000
## 1706 GasA Ex Y SBrkr 7.820440 0.000000 0.000000
## 1707 GasA Ex Y SBrkr 7.270313 0.000000 0.000000
## 1708 GasA Ex Y SBrkr 7.246368 0.000000 0.000000
## 1709 GasA Ex Y SBrkr 7.333676 0.000000 0.000000
## 1710 GasA Ex Y SBrkr 7.278629 0.000000 0.000000
## 1711 GasA Ex Y SBrkr 6.813445 6.787845 0.000000
## 1712 GasA Ex Y SBrkr 7.515889 0.000000 0.000000
## 1713 GasA Ex Y SBrkr 7.416378 0.000000 0.000000
## 1714 GasA Ex Y SBrkr 7.348588 0.000000 0.000000
## 1715 GasA Ex Y SBrkr 6.700731 6.735780 0.000000
## 1716 GasA Ex Y SBrkr 7.105786 0.000000 0.000000
## 1717 GasA Ex Y SBrkr 7.040536 0.000000 0.000000
## 1718 GasA Ex Y SBrkr 7.055313 0.000000 0.000000
## 1719 GasA Ex Y SBrkr 6.770789 6.848005 0.000000
## 1720 GasA Ex Y SBrkr 7.321850 0.000000 0.000000
## 1721 GasA Ex Y SBrkr 7.016610 0.000000 0.000000
## 1722 GasA Ex Y SBrkr 7.016610 0.000000 0.000000
## 1723 GasA Ex Y SBrkr 7.016610 0.000000 0.000000
## 1724 GasA Ex Y SBrkr 7.280008 0.000000 0.000000
## 1725 GasA Ex Y SBrkr 6.817831 7.098376 0.000000
## 1726 GasA Ex Y SBrkr 6.726233 6.800170 0.000000
## 1727 GasA Gd Y SBrkr 7.195187 0.000000 0.000000
## 1728 GasA Ex Y SBrkr 6.626718 6.668228 0.000000
## 1729 GasA TA Y SBrkr 6.549651 6.555357 0.000000
## 1730 GasA TA Y SBrkr 6.872128 6.823286 0.000000
## 1731 GasA Gd Y SBrkr 6.888572 0.000000 0.000000
## 1732 GasA Ex Y SBrkr 6.762730 0.000000 0.000000
## 1733 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 1734 GasA Gd Y SBrkr 6.928538 0.000000 0.000000
## 1735 GasA Ex Y SBrkr 6.816736 0.000000 0.000000
## 1736 GasA Gd Y SBrkr 6.816736 0.000000 0.000000
## 1737 GasA Gd Y SBrkr 7.608374 0.000000 0.000000
## 1738 GasA Ex Y SBrkr 6.883463 6.660575 0.000000
## 1739 GasA Ex Y SBrkr 7.227662 7.396335 0.000000
## 1740 GasA Ex Y SBrkr 7.454141 0.000000 0.000000
## 1741 GasA Ex Y SBrkr 7.136483 0.000000 0.000000
## 1742 GasA Ex Y SBrkr 6.629363 6.629363 0.000000
## 1743 GasA Ex Y SBrkr 6.570883 6.606650 0.000000
## 1744 GasA Ex Y SBrkr 7.435438 0.000000 0.000000
## 1745 GasA TA Y SBrkr 7.462215 0.000000 0.000000
## 1746 GasA Ex Y SBrkr 7.305188 6.920672 0.000000
## 1747 GasA TA Y SBrkr 7.159292 6.663133 0.000000
## 1748 GasA Gd Y SBrkr 7.148346 7.222566 0.000000
## 1749 GasA TA Y SBrkr 7.198184 0.000000 0.000000
## 1750 GasA TA Y SBrkr 7.104144 0.000000 0.000000
## 1751 GasA Ex Y SBrkr 7.183112 6.880384 0.000000
## 1752 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 1753 GasA TA Y SBrkr 7.358194 0.000000 0.000000
## 1754 GasA Gd Y SBrkr 7.061334 6.799056 0.000000
## 1755 GasA Fa Y SBrkr 7.186144 0.000000 0.000000
## 1756 GasA Gd Y SBrkr 6.796824 0.000000 0.000000
## 1757 GasA Ex Y SBrkr 6.762730 0.000000 0.000000
## 1758 GasA TA Y SBrkr 7.217443 0.000000 0.000000
## 1759 GasA Fa Y SBrkr 7.455298 0.000000 0.000000
## 1760 GasA TA Y SBrkr 7.180831 0.000000 0.000000
## 1761 GasA TA Y SBrkr 7.164720 0.000000 0.000000
## 1762 GasA TA Y SBrkr 6.716595 7.182352 0.000000
## 1763 GasA Ex Y SBrkr 7.363280 0.000000 0.000000
## 1764 GasA Gd Y SBrkr 6.867974 0.000000 0.000000
## 1765 GasA TA Y SBrkr 7.433667 0.000000 0.000000
## 1766 GasA Ex Y SBrkr 7.282074 0.000000 0.000000
## 1767 GasA Gd Y SBrkr 7.357556 0.000000 0.000000
## 1768 GasA TA Y SBrkr 7.043160 0.000000 0.000000
## 1769 GasA Gd Y SBrkr 7.192934 0.000000 0.000000
## 1770 GasA TA Y SBrkr 6.896694 0.000000 0.000000
## 1771 GasA TA Y SBrkr 7.092574 0.000000 0.000000
## 1772 GasA Gd Y FuseA 7.232010 0.000000 0.000000
## 1773 GasA TA Y SBrkr 7.090910 0.000000 0.000000
## 1774 GasA Ex Y SBrkr 7.532088 0.000000 0.000000
## 1775 GasA Gd Y SBrkr 6.968850 0.000000 0.000000
## 1776 GasA TA Y FuseA 7.014814 0.000000 0.000000
## 1777 GasA TA Y SBrkr 6.677083 0.000000 0.000000
## 1778 GasA Gd Y SBrkr 6.939254 0.000000 0.000000
## 1779 GasA TA Y FuseA 7.099202 0.000000 0.000000
## 1780 GasA Ex Y FuseA 6.687109 6.588926 0.000000
## 1781 GasA TA Y SBrkr 7.090910 0.000000 0.000000
## 1782 GasA Gd Y FuseA 6.675823 0.000000 0.000000
## 1783 GasA Ex Y SBrkr 6.517671 6.517671 0.000000
## 1784 GasA Gd Y SBrkr 6.576470 5.777652 0.000000
## 1785 GasA Ex Y SBrkr 6.983790 0.000000 0.000000
## 1786 GasA TA Y SBrkr 7.180831 0.000000 6.970730
## 1787 GasA Ex Y SBrkr 6.836259 6.634633 0.000000
## 1788 GasA Gd N FuseA 6.396930 0.000000 0.000000
## 1789 GasA TA N SBrkr 6.741701 0.000000 0.000000
## 1790 GasA TA Y FuseA 6.587550 0.000000 0.000000
## 1791 GasA TA Y SBrkr 7.130099 7.167809 0.000000
## 1792 GasA Fa Y SBrkr 7.230563 0.000000 0.000000
## 1793 GasA Gd Y SBrkr 6.947937 0.000000 0.000000
## 1794 GasA Gd Y SBrkr 6.858565 0.000000 0.000000
## 1795 GasA Gd Y FuseA 7.008505 0.000000 0.000000
## 1796 GasA Fa Y SBrkr 7.041412 0.000000 0.000000
## 1797 GasA Gd N SBrkr 6.641182 5.910797 0.000000
## 1798 GasA Gd Y SBrkr 6.948897 0.000000 0.000000
## 1799 GasA TA Y SBrkr 6.597146 0.000000 0.000000
## 1800 GasA TA Y SBrkr 7.076654 0.000000 0.000000
## 1801 GasA TA Y FuseF 6.725034 6.445720 0.000000
## 1802 GasA TA Y SBrkr 6.970730 0.000000 6.068426
## 1803 GasA TA Y SBrkr 6.901737 6.701960 0.000000
## 1804 GasA Gd Y SBrkr 6.848005 0.000000 0.000000
## 1805 GasA TA Y SBrkr 6.952729 0.000000 0.000000
## 1806 GasA Gd Y SBrkr 6.759255 6.249975 0.000000
## 1807 GasA Gd N FuseA 6.880384 6.880384 0.000000
## 1808 GasA TA Y SBrkr 6.698268 6.208590 0.000000
## 1809 GasA Ex Y SBrkr 6.639876 6.552508 0.000000
## 1810 GasA TA Y FuseA 6.767343 6.538140 0.000000
## 1811 GasA Gd N SBrkr 7.004882 6.398595 0.000000
## 1812 GasA Gd N SBrkr 6.687109 6.472346 0.000000
## 1813 GasA TA Y FuseA 6.645091 6.329721 0.000000
## 1814 GasA TA Y SBrkr 6.759255 0.000000 0.000000
## 1815 GasA Fa N FuseA 6.418365 0.000000 0.000000
## 1816 GasA TA Y SBrkr 6.675823 0.000000 0.000000
## 1817 GasA TA Y SBrkr 6.726233 6.519147 0.000000
## 1818 GasA Gd Y FuseA 6.994850 6.822197 0.000000
## 1819 GasA Ex Y SBrkr 6.499787 6.437752 0.000000
## 1820 GasA Ex Y SBrkr 6.705639 0.000000 0.000000
## 1821 GasA Ex Y SBrkr 6.951772 0.000000 6.079933
## 1822 GasA Ex Y SBrkr 6.660575 6.609349 0.000000
## 1823 GasA TA N SBrkr 6.682109 0.000000 0.000000
## 1824 GasA TA N FuseA 7.267525 0.000000 0.000000
## 1825 GasA Ex Y SBrkr 6.909753 6.483107 0.000000
## 1826 GasA Gd Y SBrkr 6.712956 5.771441 0.000000
## 1827 GasA Gd Y SBrkr 6.903747 0.000000 0.000000
## 1828 GasA TA Y FuseA 6.902743 6.378426 0.000000
## 1829 GasA TA Y SBrkr 6.978214 0.000000 0.000000
## 1830 GasA Gd Y FuseA 6.955593 6.580639 0.000000
## 1831 GasA Fa Y SBrkr 7.149132 6.511745 0.000000
## 1832 GasA TA N SBrkr 6.993015 6.947937 0.000000
## 1833 GasA Fa Y SBrkr 7.044905 6.665684 0.000000
## 1834 GasA Ex Y SBrkr 6.609349 6.532334 0.000000
## 1835 GasA TA N FuseF 6.886532 6.787845 0.000000
## 1836 GasA TA Y FuseA 7.094235 6.137727 0.000000
## 1837 GasA TA Y SBrkr 6.794587 0.000000 0.000000
## 1838 GasA Ex Y FuseF 6.626718 6.476972 0.000000
## 1839 GasA Ex Y FuseA 6.558198 0.000000 0.000000
## 1840 GasA TA Y SBrkr 7.090910 0.000000 0.000000
## 1841 GasA TA Y SBrkr 7.050123 0.000000 0.000000
## 1842 GasA TA N FuseA 6.533789 6.054439 0.000000
## 1843 GasA TA Y SBrkr 6.959399 0.000000 0.000000
## 1844 GasA TA Y SBrkr 6.942157 0.000000 0.000000
## 1845 GasA TA Y SBrkr 6.807935 6.416732 5.560682
## 1846 GasA Ex Y SBrkr 7.037906 0.000000 0.000000
## 1847 GasA Ex Y SBrkr 7.636270 0.000000 0.000000
## 1848 GasA Fa N SBrkr 6.493754 0.000000 0.000000
## 1849 GasA TA Y SBrkr 7.232733 0.000000 0.000000
## 1850 GasA TA Y FuseA 6.979145 0.000000 0.000000
## 1851 GasA Ex Y SBrkr 6.794587 6.617403 0.000000
## 1852 GasW TA Y SBrkr 6.993933 0.000000 0.000000
## 1853 GasA TA Y SBrkr 6.956545 0.000000 0.000000
## 1854 GasA Gd Y SBrkr 6.967909 0.000000 0.000000
## 1855 GasA Gd Y SBrkr 7.199678 0.000000 0.000000
## 1856 GasA Ex Y SBrkr 6.984716 6.685861 0.000000
## 1857 GasA Ex Y SBrkr 7.161622 6.591674 0.000000
## 1858 GasA TA Y SBrkr 7.016610 7.016610 0.000000
## 1859 GasA TA Y SBrkr 7.336937 0.000000 0.000000
## 1860 GasA TA Y SBrkr 7.114769 0.000000 0.000000
## 1861 GasA TA Y SBrkr 7.322510 0.000000 0.000000
## 1862 GasA Ex Y SBrkr 7.063904 7.390181 0.000000
## 1863 GasA Ex Y SBrkr 7.063904 7.390181 0.000000
## 1864 GasA Ex Y SBrkr 7.063904 7.390181 0.000000
## 1865 GasA Ex Y SBrkr 7.427144 0.000000 0.000000
## 1866 GasA Ex Y SBrkr 7.450661 0.000000 0.000000
## 1867 GasA Ex Y SBrkr 7.292337 0.000000 0.000000
## 1868 GasA Ex Y SBrkr 7.516977 0.000000 0.000000
## 1869 GasA Ex Y SBrkr 7.163172 0.000000 0.000000
## 1870 GasA Ex Y SBrkr 7.134891 0.000000 0.000000
## 1871 GasA Ex Y SBrkr 7.312553 0.000000 0.000000
## 1872 GasA Ex Y SBrkr 6.558198 6.577861 0.000000
## 1873 GasA Gd Y SBrkr 6.851185 6.704414 0.000000
## 1874 GasA Ex Y SBrkr 6.898715 0.000000 0.000000
## 1875 GasA Ex Y SBrkr 7.288928 0.000000 0.000000
## 1876 GasA Ex Y SBrkr 6.834109 6.739337 0.000000
## 1877 GasA Ex Y SBrkr 7.275865 0.000000 0.000000
## 1878 GasA Ex Y SBrkr 7.308543 0.000000 0.000000
## 1879 GasA TA Y SBrkr 6.811244 0.000000 0.000000
## 1880 GasA TA Y SBrkr 6.818924 0.000000 0.000000
## 1881 GasA Ex Y SBrkr 7.385231 0.000000 0.000000
## 1882 GasA Ex Y SBrkr 6.974479 7.018402 0.000000
## 1883 GasA Ex Y SBrkr 6.734592 6.786717 0.000000
## 1884 GasA Ex Y SBrkr 6.851185 6.831954 0.000000
## 1885 GasA Ex Y SBrkr 7.322510 0.000000 0.000000
## 1886 GasA Ex Y SBrkr 7.511525 0.000000 0.000000
## 1887 GasA Ex Y SBrkr 7.257003 0.000000 0.000000
## 1888 GasA Ex Y SBrkr 7.379632 0.000000 0.000000
## 1889 GasA Ex Y SBrkr 6.411818 6.670766 0.000000
## 1890 GasA TA Y SBrkr 7.047517 0.000000 0.000000
## 1891 GasA Gd Y SBrkr 6.978214 0.000000 0.000000
## 1892 GasA TA Y FuseA 6.776507 0.000000 0.000000
## 1893 GasA TA Y FuseA 7.221836 0.000000 0.000000
## 1894 GasA TA Y SBrkr 7.425954 0.000000 0.000000
## 1895 GasA Ex Y SBrkr 7.353082 0.000000 0.000000
## 1896 GasA Ex Y SBrkr 6.751101 6.098074 0.000000
## 1897 GasA TA Y SBrkr 6.725034 6.079933 0.000000
## 1898 GasA Gd Y FuseF 6.473891 6.390241 0.000000
## 1899 GasA Ex Y SBrkr 7.117206 0.000000 0.000000
## 1900 GasA Ex Y SBrkr 6.444131 6.398595 0.000000
## 1901 GasA Ex Y SBrkr 6.734592 6.590301 0.000000
## 1902 GasA Ex Y SBrkr 7.149917 0.000000 0.000000
## 1903 GasA Ex Y SBrkr 7.123673 7.123673 0.000000
## 1904 GasA Ex Y SBrkr 7.014814 0.000000 0.000000
## 1905 GasA TA Y SBrkr 7.353722 0.000000 0.000000
## 1906 GasW Fa N SBrkr 6.894670 6.287859 0.000000
## 1907 GasA Ex Y SBrkr 7.553287 0.000000 0.000000
## 1908 GasA TA Y SBrkr 6.248043 6.248043 0.000000
## 1909 GasA TA Y SBrkr 6.331502 6.505784 0.000000
## 1910 GasA TA Y SBrkr 6.331502 6.505784 0.000000
## 1911 GasA Gd Y SBrkr 7.075809 6.685861 0.000000
## 1912 GasA TA Y SBrkr 7.768956 0.000000 0.000000
## 1913 GasA Ex N SBrkr 6.834109 6.834109 5.746203
## 1914 GasA Fa N FuseP 6.350886 0.000000 0.000000
## 1915 GasA Ex Y SBrkr 7.407924 0.000000 0.000000
## 1917 GasA Ex Y SBrkr 6.947937 6.920672 0.000000
## 1918 GasA Ex Y SBrkr 6.831954 0.000000 0.000000
## 1919 GasA TA Y SBrkr 7.160846 0.000000 0.000000
## 1920 GasA TA Y SBrkr 7.375256 0.000000 0.000000
## 1921 GasA Ex Y SBrkr 7.619233 0.000000 0.000000
## 1922 GasA Ex Y SBrkr 7.403670 0.000000 0.000000
## 1923 GasA Ex Y SBrkr 7.226936 6.760415 0.000000
## 1924 GasA Ex Y SBrkr 7.299797 0.000000 0.000000
## 1925 GasA Ex Y SBrkr 6.978214 6.849066 0.000000
## 1926 GasA Ex Y SBrkr 7.590347 0.000000 0.000000
## 1927 GasA Gd Y SBrkr 6.916715 0.000000 0.000000
## 1928 GasA Ex Y SBrkr 7.247793 0.000000 0.000000
## 1929 GasA Gd Y SBrkr 6.680855 0.000000 0.000000
## 1930 GasA Ex Y SBrkr 6.995766 0.000000 0.000000
## 1931 GasA TA Y SBrkr 6.784457 0.000000 0.000000
## 1932 GasA TA Y SBrkr 6.437752 6.498282 0.000000
## 1933 GasA Ex Y SBrkr 6.665684 6.744059 0.000000
## 1934 GasA Ex Y SBrkr 6.831954 6.520621 0.000000
## 1935 GasA Gd Y SBrkr 6.523562 6.673298 0.000000
## 1936 GasA Ex Y SBrkr 6.831954 6.520621 0.000000
## 1937 GasA Gd Y SBrkr 6.821107 6.580639 0.000000
## 1938 GasA Gd Y SBrkr 7.233455 0.000000 0.000000
## 1939 GasA Ex Y SBrkr 7.428333 0.000000 0.000000
## 1940 GasA Ex Y SBrkr 7.155396 0.000000 0.000000
## 1941 GasA Gd Y SBrkr 6.838405 6.553933 0.000000
## 1942 GasA Gd Y SBrkr 6.747587 6.755769 0.000000
## 1943 GasA Gd Y SBrkr 7.198931 0.000000 0.000000
## 1944 GasA Ex Y SBrkr 7.063904 7.195187 0.000000
## 1945 GasA Ex Y SBrkr 7.541683 0.000000 0.000000
## 1947 GasA Ex Y SBrkr 7.444833 0.000000 0.000000
## 1948 GasA Gd Y SBrkr 7.305860 0.000000 0.000000
## 1949 GasA Ex Y SBrkr 7.431892 0.000000 0.000000
## 1950 GasA TA Y SBrkr 7.139660 0.000000 0.000000
## 1951 GasA TA Y SBrkr 7.632886 0.000000 0.000000
## 1952 GasA TA Y SBrkr 7.486053 0.000000 0.000000
## 1953 GasA TA Y SBrkr 7.100027 0.000000 0.000000
## 1954 GasA TA Y SBrkr 7.153052 6.643790 0.000000
## 1955 GasA Gd Y SBrkr 6.580639 6.378426 0.000000
## 1956 GasA Ex Y SBrkr 7.259116 7.259116 0.000000
## 1957 GasA TA Y SBrkr 7.275865 0.000000 0.000000
## 1958 GasA Ex Y SBrkr 7.120444 7.007601 0.000000
## 1959 GasA TA Y SBrkr 6.799056 6.799056 0.000000
## 1960 GasA TA Y SBrkr 6.842683 0.000000 0.000000
## 1961 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 1962 GasA TA Y SBrkr 6.182085 6.224558 0.000000
## 1963 GasA Gd Y SBrkr 6.182085 6.224558 0.000000
## 1964 GasA TA Y SBrkr 6.447306 6.511745 0.000000
## 1965 GasA Gd Y SBrkr 6.752270 6.400257 0.000000
## 1966 GasA Fa Y SBrkr 6.962243 0.000000 0.000000
## 1967 GasA Ex Y SBrkr 7.367077 0.000000 0.000000
## 1968 GasA Ex Y SBrkr 7.809947 0.000000 0.000000
## 1969 GasA Ex Y SBrkr 7.576097 0.000000 0.000000
## 1970 GasA Ex Y SBrkr 7.523481 6.801283 0.000000
## 1971 GasA Ex Y SBrkr 7.398174 7.055313 0.000000
## 1972 GasA Ex Y SBrkr 7.254885 6.822197 0.000000
## 1973 GasA Ex Y SBrkr 6.855409 7.039660 0.000000
## 1974 GasA Ex Y SBrkr 7.065613 7.058758 0.000000
## 1975 GasA Ex Y SBrkr 7.812378 0.000000 0.000000
## 1976 GasA Ex Y SBrkr 7.362645 0.000000 0.000000
## 1977 GasA Ex Y SBrkr 7.323831 7.034388 0.000000
## 1978 GasA Ex Y SBrkr 7.498316 6.787845 0.000000
## 1979 GasA Ex Y SBrkr 7.532088 0.000000 0.000000
## 1980 GasA Ex Y SBrkr 7.221105 0.000000 0.000000
## 1981 GasA Ex Y SBrkr 7.496097 0.000000 0.000000
## 1982 GasA Ex Y SBrkr 7.202661 0.000000 0.000000
## 1983 GasA Ex Y SBrkr 7.202661 0.000000 0.000000
## 1984 GasA Ex Y SBrkr 6.639876 6.760415 0.000000
## 1985 GasA Ex Y SBrkr 7.283448 0.000000 0.000000
## 1986 GasA Ex Y SBrkr 7.363280 0.000000 0.000000
## 1987 GasA Ex Y SBrkr 7.128496 0.000000 0.000000
## 1988 GasA Ex Y SBrkr 6.701960 6.555357 0.000000
## 1989 GasA Ex Y SBrkr 6.734592 6.781058 0.000000
## 1990 GasA Ex Y SBrkr 6.742881 7.038784 0.000000
## 1991 GasA Ex Y SBrkr 7.214504 0.000000 0.000000
## 1992 GasA Ex Y SBrkr 6.916715 6.785588 0.000000
## 1993 GasA Ex Y SBrkr 6.562444 6.562444 0.000000
## 1994 GasA Ex Y SBrkr 6.945051 7.159292 0.000000
## 1995 GasA Ex Y SBrkr 6.773080 6.658011 0.000000
## 1996 GasA Ex Y SBrkr 7.075809 6.925595 0.000000
## 1997 GasA Ex Y SBrkr 7.335634 6.461468 0.000000
## 1998 GasA Ex Y SBrkr 7.604396 0.000000 0.000000
## 1999 GasA Ex Y SBrkr 6.970730 6.967909 0.000000
## 2000 GasA Ex Y SBrkr 7.132498 7.131699 0.000000
## 2001 GasA Ex Y SBrkr 7.011214 6.993933 0.000000
## 2002 GasA Gd Y SBrkr 7.364547 0.000000 0.000000
## 2003 GasA Ex Y SBrkr 7.201916 6.255750 0.000000
## 2004 GasA Ex Y SBrkr 6.862758 6.824374 0.000000
## 2005 GasA Ex Y SBrkr 7.286876 0.000000 0.000000
## 2006 GasA Ex Y SBrkr 7.224753 0.000000 0.000000
## 2007 GasA Ex Y SBrkr 7.415175 0.000000 0.000000
## 2008 GasA Ex Y SBrkr 7.105786 0.000000 0.000000
## 2009 GasA Ex Y SBrkr 6.728629 6.759255 0.000000
## 2010 GasA Ex Y SBrkr 6.728629 6.720220 0.000000
## 2011 GasA Ex Y SBrkr 7.069874 0.000000 0.000000
## 2012 GasA Ex Y SBrkr 7.058758 0.000000 0.000000
## 2013 GasA Ex Y SBrkr 6.626718 6.752270 0.000000
## 2014 GasA Ex Y SBrkr 6.787845 6.678342 0.000000
## 2015 GasA Ex Y SBrkr 6.725034 6.716595 0.000000
## 2016 GasA Ex Y SBrkr 6.719013 6.746412 0.000000
## 2017 GasA Gd Y SBrkr 6.739337 6.795706 0.000000
## 2018 GasA TA Y SBrkr 6.892642 0.000000 0.000000
## 2019 GasA Ex Y SBrkr 6.762730 0.000000 0.000000
## 2020 GasA Gd N SBrkr 6.792344 0.000000 0.000000
## 2021 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 2022 GasA TA Y SBrkr 7.266129 0.000000 0.000000
## 2023 GasA TA Y SBrkr 6.909753 6.463029 0.000000
## 2024 GasA Ex Y SBrkr 7.218910 7.185387 0.000000
## 2025 GasA Ex Y SBrkr 7.510978 6.866933 0.000000
## 2026 GasA Ex Y SBrkr 7.127694 0.000000 0.000000
## 2027 GasA Ex Y SBrkr 6.398595 6.398595 0.000000
## 2028 GasA Ex Y SBrkr 6.556778 6.536692 0.000000
## 2029 GasA Gd Y SBrkr 6.630683 6.675823 0.000000
## 2030 GasA Ex Y SBrkr 7.401842 0.000000 0.000000
## 2031 GasA Ex Y SBrkr 7.178545 0.000000 0.000000
## 2032 GasA Ex Y SBrkr 7.258412 0.000000 0.000000
## 2033 GasA Ex Y SBrkr 7.351158 0.000000 0.000000
## 2034 GasA Ex Y SBrkr 6.529419 6.580639 0.000000
## 2035 GasA Ex Y SBrkr 6.771936 6.822197 0.000000
## 2036 GasA Ex Y SBrkr 6.870053 6.437752 0.000000
## 2037 GasA Ex Y SBrkr 6.870053 6.470800 0.000000
## 2038 GasA Ex Y SBrkr 7.293018 6.829794 0.000000
## 2039 GasA Ex Y SBrkr 7.122867 0.000000 0.000000
## 2040 GasA TA Y SBrkr 7.377759 7.204893 0.000000
## 2041 GasA Ex Y SBrkr 7.421776 0.000000 0.000000
## 2042 GasA Ex Y SBrkr 6.859615 6.758095 0.000000
## 2043 GasA Gd Y SBrkr 7.264030 0.000000 0.000000
## 2044 GasA Fa Y SBrkr 7.462215 0.000000 0.000000
## 2045 GasA Ex Y SBrkr 7.390799 0.000000 0.000000
## 2046 GasA Ex Y SBrkr 7.393878 0.000000 0.000000
## 2047 GasA Ex Y SBrkr 6.597146 6.597146 0.000000
## 2048 GasA Ex Y SBrkr 6.830874 0.000000 0.000000
## 2049 GasA TA Y SBrkr 7.455298 0.000000 0.000000
## 2050 GasA TA Y SBrkr 6.740519 6.716595 0.000000
## 2051 GasA TA Y SBrkr 6.922644 0.000000 0.000000
## 2052 GasA TA Y SBrkr 7.016610 0.000000 0.000000
## 2053 GasA Ex Y SBrkr 7.020191 0.000000 0.000000
## 2054 GasA TA Y SBrkr 6.118097 6.118097 0.000000
## 2055 GasA TA Y SBrkr 7.311218 0.000000 0.000000
## 2056 GasA Gd Y SBrkr 7.198931 0.000000 0.000000
## 2057 GasA Ex Y SBrkr 6.944087 0.000000 0.000000
## 2058 GasA Ex Y SBrkr 7.007601 6.785588 0.000000
## 2059 GasA TA Y SBrkr 7.070724 0.000000 0.000000
## 2060 GasA TA Y SBrkr 7.273093 0.000000 0.000000
## 2061 GasA Ex Y SBrkr 7.359468 0.000000 0.000000
## 2062 GasA Gd Y SBrkr 7.007601 0.000000 0.000000
## 2063 GasA Ex Y FuseA 6.783325 0.000000 0.000000
## 2064 GasA TA Y SBrkr 7.050123 0.000000 0.000000
## 2065 GasW TA N SBrkr 6.857514 0.000000 0.000000
## 2066 GasA TA Y SBrkr 7.490529 0.000000 0.000000
## 2067 GasA Gd Y SBrkr 7.475906 0.000000 0.000000
## 2068 GasA Fa Y FuseA 7.509335 0.000000 0.000000
## 2069 GasA TA N SBrkr 6.768493 0.000000 0.000000
## 2070 GasA TA Y SBrkr 6.617403 6.023448 0.000000
## 2071 GasA Gd Y SBrkr 6.511745 0.000000 0.000000
## 2072 GasA Ex Y SBrkr 7.134891 5.209486 0.000000
## 2073 GasA TA Y SBrkr 6.951772 0.000000 0.000000
## 2074 GasA Ex Y SBrkr 7.180070 0.000000 0.000000
## 2075 GasA TA Y SBrkr 6.986566 0.000000 0.000000
## 2076 GasA TA Y SBrkr 6.776507 0.000000 0.000000
## 2077 GasA Gd Y FuseA 7.136483 0.000000 0.000000
## 2078 GasA TA Y SBrkr 6.935370 0.000000 0.000000
## 2079 GasA Ex Y SBrkr 6.709304 6.218600 0.000000
## 2080 GasA TA Y FuseA 6.892642 0.000000 0.000000
## 2081 GasA Fa Y FuseA 6.751101 6.052089 0.000000
## 2082 GasA TA N SBrkr 7.496097 0.000000 0.000000
## 2083 GasA Gd Y SBrkr 6.932448 6.336826 0.000000
## 2084 GasA TA Y FuseA 6.716595 0.000000 0.000000
## 2085 GasA Ex Y SBrkr 7.019297 0.000000 0.000000
## 2086 GasA Gd N SBrkr 7.033506 0.000000 0.000000
## 2087 GasA Ex Y SBrkr 6.855409 5.929589 0.000000
## 2088 GasA Fa N SBrkr 6.523562 6.523562 0.000000
## 2089 GasA TA Y SBrkr 6.511745 0.000000 0.000000
## 2090 GasA Gd Y SBrkr 6.591674 6.591674 0.000000
## 2091 GasA Gd Y FuseA 6.720220 6.490724 4.691348
## 2092 GasA Gd Y FuseA 6.999422 6.331502 0.000000
## 2093 GasA Gd N FuseA 6.867974 6.660575 0.000000
## 2094 GasA TA Y SBrkr 6.935370 0.000000 0.000000
## 2095 GasA TA Y SBrkr 6.785588 6.315358 0.000000
## 2096 GasA TA N FuseA 6.802395 0.000000 0.000000
## 2097 GasA Gd Y SBrkr 6.529419 5.983936 0.000000
## 2098 GasA Ex Y FuseA 6.807935 6.390241 0.000000
## 2099 GasA TA N FuseA 6.011267 0.000000 0.000000
## 2100 GasA Gd Y SBrkr 7.370860 0.000000 0.000000
## 2101 GasA TA N FuseA 6.722630 6.682109 0.000000
## 2102 GasA Ex Y SBrkr 6.594413 6.580639 0.000000
## 2103 GasA Ex Y SBrkr 6.565265 5.733341 0.000000
## 2104 GasA TA Y FuseP 7.228388 6.881411 0.000000
## 2105 GasA Ex Y SBrkr 6.785588 6.487684 0.000000
## 2106 GasA TA N SBrkr 6.584791 5.897154 0.000000
## 2107 GasW Gd Y SBrkr 7.180831 7.075809 0.000000
## 2108 GasA Gd Y SBrkr 6.892642 0.000000 0.000000
## 2109 GasA TA Y SBrkr 6.997596 0.000000 0.000000
## 2110 GasA TA Y SBrkr 7.042286 0.000000 0.000000
## 2111 GasA Gd Y SBrkr 7.086738 6.161207 0.000000
## 2112 GasA TA Y SBrkr 7.043160 6.388561 0.000000
## 2113 GasA Ex Y SBrkr 6.725034 5.937536 0.000000
## 2114 GasA Ex Y SBrkr 6.602588 6.318968 0.000000
## 2115 GasA Ex Y SBrkr 6.922644 6.490724 0.000000
## 2116 GasA Ex Y SBrkr 6.856462 0.000000 0.000000
## 2117 GasA Ex Y SBrkr 6.716595 6.511745 0.000000
## 2118 GasA Ex Y SBrkr 6.774224 6.150603 0.000000
## 2119 GasA Ex Y SBrkr 6.921658 0.000000 0.000000
## 2120 GasA TA Y SBrkr 6.338594 6.480045 0.000000
## 2122 GasA Ex Y SBrkr 6.437752 6.240276 0.000000
## 2123 GasA Gd N SBrkr 6.695799 0.000000 0.000000
## 2124 GasA TA Y SBrkr 7.127694 6.639876 0.000000
## 2125 GasA TA Y SBrkr 7.112327 6.517671 0.000000
## 2126 GasA Ex Y SBrkr 7.065613 6.304449 0.000000
## 2127 GasA Gd Y SBrkr 7.125283 6.610696 0.000000
## 2128 GasA Ex Y SBrkr 6.716595 6.665684 0.000000
## 2129 GasA TA Y SBrkr 6.645091 0.000000 0.000000
## 2130 GasA TA Y FuseA 6.645091 6.645091 0.000000
## 2131 GasA TA Y SBrkr 7.149132 0.000000 6.548219
## 2132 GasA Gd Y SBrkr 6.781058 6.061457 0.000000
## 2133 GasA Gd Y SBrkr 6.947937 0.000000 0.000000
## 2134 GasA TA Y SBrkr 6.670766 6.107023 0.000000
## 2135 GasA TA Y SBrkr 6.633318 0.000000 0.000000
## 2136 GasA Ex N FuseF 6.695799 6.285998 0.000000
## 2137 GasA Gd N SBrkr 6.961296 0.000000 0.000000
## 2138 GasA TA Y SBrkr 6.981006 0.000000 0.000000
## 2139 GasA TA Y SBrkr 7.000334 0.000000 0.000000
## 2140 GasA Ex Y SBrkr 6.900731 0.000000 0.000000
## 2141 GasA Ex Y SBrkr 6.942157 0.000000 0.000000
## 2142 GasA Gd Y SBrkr 6.979145 0.000000 0.000000
## 2143 GasA TA Y SBrkr 7.027315 0.000000 0.000000
## 2144 GasA Fa Y SBrkr 7.039660 0.000000 0.000000
## 2145 GasA Ex Y SBrkr 6.867974 0.000000 0.000000
## 2146 GasA TA Y FuseA 7.080868 0.000000 0.000000
## 2147 GasA Gd Y SBrkr 7.451242 0.000000 0.000000
## 2148 GasA Gd Y SBrkr 6.762730 6.188264 0.000000
## 2149 GasA Ex Y SBrkr 6.807935 0.000000 0.000000
## 2150 GasA TA Y SBrkr 7.329750 0.000000 0.000000
## 2151 GasA TA Y SBrkr 6.426488 6.137727 0.000000
## 2153 GasA TA Y FuseA 7.319865 0.000000 0.000000
## 2154 GasA Fa N SBrkr 6.762730 0.000000 0.000000
## 2155 GasA TA Y SBrkr 6.432940 6.475433 0.000000
## 2156 GasA Ex Y SBrkr 6.997596 7.451242 0.000000
## 2157 GasA Ex Y SBrkr 7.394493 0.000000 0.000000
## 2158 GasA Ex Y SBrkr 7.004882 7.003065 0.000000
## 2159 GasA Ex Y SBrkr 7.172425 6.601230 0.000000
## 2160 GasA Ex Y SBrkr 6.444131 6.591674 0.000000
## 2161 GasA Ex Y SBrkr 7.387709 0.000000 0.000000
## 2162 GasA Ex Y SBrkr 7.730614 0.000000 0.000000
## 2163 GasA Ex Y SBrkr 7.477038 0.000000 0.000000
## 2164 GasA Ex Y SBrkr 7.321189 0.000000 0.000000
## 2165 GasA Ex Y SBrkr 7.404888 0.000000 0.000000
## 2166 GasA Ex Y SBrkr 6.898715 0.000000 0.000000
## 2167 GasA Ex Y SBrkr 7.257708 0.000000 0.000000
## 2168 GasA Ex Y SBrkr 6.771936 6.802395 0.000000
## 2169 GasA Ex Y SBrkr 6.663133 6.769642 0.000000
## 2170 GasA Ex Y SBrkr 6.834109 6.797940 0.000000
## 2171 GasA Ex Y SBrkr 7.069023 0.000000 0.000000
## 2172 GasA TA Y SBrkr 6.981935 0.000000 0.000000
## 2173 GasA TA Y SBrkr 7.351800 0.000000 0.000000
## 2174 GasA Ex Y SBrkr 7.163172 6.770789 0.000000
## 2175 GasA Ex Y SBrkr 7.220374 6.366470 0.000000
## 2176 GasA Ex Y SBrkr 7.488294 0.000000 0.000000
## 2177 GasA Ex Y SBrkr 7.029973 7.089243 0.000000
## 2178 GasA Ex Y SBrkr 6.787845 6.778785 0.000000
## 2179 GasA Ex Y SBrkr 6.744059 0.000000 0.000000
## 2180 GasA Ex Y SBrkr 7.516977 0.000000 0.000000
## 2181 GasA Ex Y SBrkr 7.276556 0.000000 0.000000
## 2182 GasA Ex Y SBrkr 7.355641 0.000000 0.000000
## 2183 GasA Ex Y SBrkr 7.216709 0.000000 0.000000
## 2184 GasA TA Y SBrkr 6.996681 0.000000 0.000000
## 2185 GasA Ex Y SBrkr 6.941190 0.000000 0.000000
## 2186 GasA TA Y SBrkr 7.028201 0.000000 0.000000
## 2187 GasA TA Y SBrkr 7.019297 0.000000 0.000000
## 2188 GasA TA Y SBrkr 6.529419 6.572283 0.000000
## 2190 GasA TA N SBrkr 7.050123 0.000000 0.000000
## 2191 GasA TA N FuseF 7.050123 0.000000 0.000000
## 2192 GasA TA N FuseP 6.665684 0.000000 0.000000
## 2193 GasA Gd Y FuseF 6.373320 6.150603 0.000000
## 2194 GasA Gd Y SBrkr 6.835185 5.342334 0.000000
## 2195 GasA TA Y SBrkr 6.836259 0.000000 0.000000
## 2196 GasA Gd Y FuseA 7.094235 0.000000 0.000000
## 2197 GasA TA Y SBrkr 6.856462 5.840642 0.000000
## 2198 GasA Ex Y SBrkr 7.261927 0.000000 0.000000
## 2199 GasA Ex Y SBrkr 6.867974 6.867974 0.000000
## 2200 GasA Ex Y SBrkr 6.511745 6.469250 0.000000
## 2201 GasA Ex Y SBrkr 6.517671 6.378426 0.000000
## 2202 GasA Ex Y SBrkr 6.683361 6.572283 0.000000
## 2203 GasA TA Y SBrkr 6.709304 6.665684 0.000000
## 2204 GasA Ex Y SBrkr 7.143618 6.513230 0.000000
## 2205 GasA TA Y FuseF 6.838405 6.093570 0.000000
## 2206 GasA Fa N FuseA 6.995766 0.000000 0.000000
## 2207 GasA TA Y SBrkr 6.891626 6.792344 0.000000
## 2208 GasA Ex Y SBrkr 7.105786 6.850126 0.000000
## 2209 GasA Ex Y FuseA 7.549083 0.000000 0.000000
## 2210 GasA TA Y SBrkr 6.248043 6.248043 0.000000
## 2211 GasA TA Y SBrkr 6.824374 0.000000 0.000000
## 2212 GasA Gd Y SBrkr 6.634633 5.802118 0.000000
## 2213 GasA Gd Y FuseA 6.660575 6.042633 0.000000
## 2214 GasA Ex Y SBrkr 6.996681 6.336826 0.000000
## 2215 GasA TA Y FuseA 6.816736 0.000000 0.000000
## 2216 GasA Gd Y FuseA 7.049255 6.690842 0.000000
## 2218 GasA Ex N SBrkr 6.716595 6.285998 0.000000
## 2219 GasA TA N FuseA 6.510258 5.937536 0.000000
## 2220 GasA Ex Y SBrkr 6.070738 6.070738 0.000000
## 2221 GasA Ex Y SBrkr 7.407924 0.000000 0.000000
## 2222 GasA Ex Y SBrkr 7.406711 0.000000 0.000000
## 2223 GasA Ex Y SBrkr 7.617268 0.000000 0.000000
## 2224 GasA Ex Y SBrkr 6.814543 6.814543 0.000000
## 2225 GasA TA Y SBrkr 6.842683 6.842683 0.000000
## 2226 GasA Gd Y SBrkr 7.432484 0.000000 0.000000
## 2227 GasA Gd Y SBrkr 7.314553 0.000000 0.000000
## 2228 GasA Ex Y SBrkr 7.338238 0.000000 0.000000
## 2229 GasA Ex Y SBrkr 6.825460 6.758095 0.000000
## 2230 GasA Gd Y SBrkr 6.569481 6.594413 0.000000
## 2231 GasA Ex Y SBrkr 6.680855 6.705639 0.000000
## 2232 GasA Ex Y SBrkr 7.310550 0.000000 0.000000
## 2233 GasA Ex Y SBrkr 7.136483 0.000000 0.000000
## 2234 GasA Ex Y SBrkr 7.273093 0.000000 0.000000
## 2235 GasA Ex Y SBrkr 7.424165 0.000000 0.000000
## 2236 GasA Ex Y SBrkr 7.455298 0.000000 0.000000
## 2237 GasA Ex Y SBrkr 7.583248 0.000000 0.000000
## 2238 GasA Ex Y SBrkr 7.204149 0.000000 0.000000
## 2239 GasA Ex Y SBrkr 6.996681 0.000000 0.000000
## 2240 GasA Ex Y SBrkr 7.081709 0.000000 0.000000
## 2241 GasA Gd Y SBrkr 7.090910 0.000000 0.000000
## 2242 GasA Gd Y SBrkr 6.947937 0.000000 0.000000
## 2243 GasA TA Y SBrkr 6.830874 6.311735 0.000000
## 2244 GasA Gd Y SBrkr 6.267201 6.137727 0.000000
## 2245 GasA TA Y SBrkr 6.267201 6.137727 0.000000
## 2246 GasA Ex Y SBrkr 7.057037 0.000000 0.000000
## 2247 GasA Ex Y SBrkr 6.304449 6.304449 0.000000
## 2248 GasA Ex Y SBrkr 6.705639 0.000000 0.000000
## 2249 GasA Gd Y SBrkr 6.740519 0.000000 0.000000
## 2250 GasA TA Y SBrkr 6.791221 0.000000 0.000000
## 2252 GasA TA Y SBrkr 7.370231 0.000000 0.000000
## 2253 GasA Gd Y SBrkr 6.626718 6.447306 0.000000
## 2254 GasA Gd Y SBrkr 6.829794 6.647688 0.000000
## 2255 GasA Gd Y SBrkr 6.854355 6.643790 0.000000
## 2256 GasA Gd Y SBrkr 6.539586 6.760415 0.000000
## 2257 GasA Ex Y SBrkr 6.864848 7.202661 0.000000
## 2258 GasA Gd Y SBrkr 7.080026 0.000000 0.000000
## 2259 GasA Gd Y SBrkr 6.814543 6.597146 0.000000
## 2260 GasA Fa Y SBrkr 7.029088 0.000000 0.000000
## 2261 GasA Gd Y SBrkr 7.073270 0.000000 0.000000
## 2262 GasA Gd Y SBrkr 7.186901 0.000000 0.000000
## 2263 GasA Ex Y SBrkr 7.060476 7.228388 0.000000
## 2264 GasA Ex Y SBrkr 7.757479 0.000000 0.000000
## 2265 GasW TA Y SBrkr 7.261927 0.000000 0.000000
## 2266 GasA Ex Y SBrkr 7.385851 0.000000 0.000000
## 2267 GasA Ex Y SBrkr 7.711997 0.000000 0.000000
## 2268 GasA Ex Y SBrkr 7.622175 0.000000 0.000000
## 2269 GasA TA Y SBrkr 7.158514 0.000000 0.000000
## 2270 GasA Ex Y SBrkr 6.587550 6.626718 0.000000
## 2271 GasA TA Y SBrkr 7.417580 0.000000 0.000000
## 2272 GasA TA Y SBrkr 6.990257 6.740519 0.000000
## 2273 GasA TA Y SBrkr 7.071573 0.000000 0.000000
## 2274 GasA Ex Y SBrkr 7.210818 0.000000 0.000000
## 2275 GasA TA Y SBrkr 7.107425 0.000000 0.000000
## 2276 GasA TA Y SBrkr 7.189168 0.000000 0.000000
## 2277 GasA TA Y SBrkr 6.989335 6.677083 0.000000
## 2278 GasA TA Y SBrkr 7.260523 0.000000 0.000000
## 2279 GasA Ex Y SBrkr 6.818924 0.000000 0.000000
## 2280 GasA Ex Y SBrkr 6.818924 0.000000 0.000000
## 2281 GasA Ex Y SBrkr 7.198931 0.000000 0.000000
## 2282 GasA Ex Y SBrkr 7.198931 0.000000 0.000000
## 2283 GasA TA Y SBrkr 6.265301 6.342121 0.000000
## 2284 GasA Ex Y SBrkr 6.511745 6.304449 0.000000
## 2285 GasA TA Y SBrkr 6.962243 0.000000 0.000000
## 2286 GasA TA Y SBrkr 6.896694 0.000000 0.000000
## 2287 GasA Ex Y SBrkr 7.504942 0.000000 0.000000
## 2288 GasA Ex Y SBrkr 7.435438 0.000000 0.000000
## 2289 GasA Ex Y SBrkr 7.660585 0.000000 0.000000
## 2290 GasA Ex Y SBrkr 7.572503 6.570883 0.000000
## 2291 GasA Ex Y SBrkr 7.046647 7.246368 0.000000
## 2292 GasA Ex Y SBrkr 7.624131 0.000000 0.000000
## 2293 GasA Ex Y SBrkr 7.845024 0.000000 0.000000
## 2294 GasA Ex Y SBrkr 7.451822 6.944087 0.000000
## 2295 GasA Ex Y SBrkr 7.736744 0.000000 0.000000
## 2296 GasA Ex Y SBrkr 7.367077 6.347389 0.000000
## 2297 GasA Ex Y SBrkr 6.865891 7.041412 0.000000
## 2298 GasA Ex Y SBrkr 7.497207 0.000000 0.000000
## 2299 GasA Ex Y SBrkr 7.449498 7.122060 0.000000
## 2300 GasA Ex Y SBrkr 7.104965 7.063904 0.000000
## 2301 GasA Ex Y SBrkr 6.797940 6.828712 0.000000
## 2302 GasA Ex Y SBrkr 7.387090 0.000000 0.000000
## 2303 GasA Ex Y SBrkr 7.451242 0.000000 0.000000
## 2304 GasA Ex Y SBrkr 7.169350 6.274762 0.000000
## 2305 GasA Ex Y SBrkr 7.172425 0.000000 0.000000
## 2306 GasA Ex Y SBrkr 7.172425 0.000000 0.000000
## 2307 GasA Ex Y SBrkr 7.217443 0.000000 0.000000
## 2308 GasA Ex Y SBrkr 7.349231 0.000000 0.000000
## 2309 GasA Ex Y SBrkr 7.363914 0.000000 0.000000
## 2310 GasA Ex Y SBrkr 7.189168 0.000000 0.000000
## 2311 GasA Ex Y SBrkr 7.248504 0.000000 0.000000
## 2312 GasA Ex Y SBrkr 6.645091 6.591674 0.000000
## 2313 GasA Ex Y SBrkr 6.645091 6.645091 0.000000
## 2314 GasA Ex Y SBrkr 6.411818 6.746412 0.000000
## 2315 GasA Ex Y SBrkr 6.605298 6.630683 0.000000
## 2316 GasA Ex Y SBrkr 6.549651 6.955593 0.000000
## 2317 GasA Ex Y SBrkr 7.190676 0.000000 0.000000
## 2318 GasA Ex Y SBrkr 6.624065 6.624065 0.000000
## 2319 GasA Ex Y SBrkr 6.591674 6.591674 0.000000
## 2320 GasA Ex Y SBrkr 7.138073 0.000000 0.000000
## 2321 GasA Ex Y SBrkr 7.371489 0.000000 0.000000
## 2322 GasA Ex Y SBrkr 7.144407 0.000000 0.000000
## 2323 GasA Ex Y SBrkr 7.021084 0.000000 0.000000
## 2324 GasA Ex Y SBrkr 6.613384 6.447306 0.000000
## 2325 GasA Ex Y SBrkr 7.330405 0.000000 0.000000
## 2326 GasA Ex Y SBrkr 6.626718 6.463029 0.000000
## 2327 GasA Ex Y SBrkr 6.742881 7.004882 0.000000
## 2328 GasA Ex Y SBrkr 6.762730 7.031741 0.000000
## 2329 GasA Ex Y SBrkr 6.846943 6.621406 0.000000
## 2330 GasA Ex Y SBrkr 6.869014 6.527958 0.000000
## 2331 GasA Ex Y SBrkr 7.484369 6.650279 0.000000
## 2332 GasA Ex Y SBrkr 7.421776 7.249926 0.000000
## 2333 GasA Ex Y SBrkr 7.252762 7.066467 0.000000
## 2334 GasA Ex Y SBrkr 7.011214 7.153052 0.000000
## 2335 GasA Ex Y SBrkr 7.008505 7.001246 0.000000
## 2336 GasA Ex Y SBrkr 7.197435 7.093405 0.000000
## 2337 GasA Ex Y SBrkr 7.222566 0.000000 0.000000
## 2338 GasA Ex Y SBrkr 7.341484 0.000000 0.000000
## 2339 GasA Gd Y SBrkr 7.336286 0.000000 0.000000
## 2340 GasA Ex Y SBrkr 7.584265 0.000000 0.000000
## 2341 GasA Ex Y SBrkr 7.332369 0.000000 0.000000
## 2342 GasA Ex Y SBrkr 7.338888 0.000000 0.000000
## 2343 GasA Ex Y SBrkr 7.317876 0.000000 0.000000
## 2344 GasA Ex Y SBrkr 6.890609 6.903747 0.000000
## 2345 GasA Ex Y SBrkr 7.172425 6.270988 0.000000
## 2346 GasA Ex Y SBrkr 7.199678 0.000000 0.000000
## 2347 GasA Ex Y SBrkr 7.197435 0.000000 0.000000
## 2348 GasA Ex Y SBrkr 6.799056 6.799056 0.000000
## 2349 GasA Ex Y SBrkr 6.587550 6.761573 0.000000
## 2350 GasA Ex Y SBrkr 6.862758 6.830874 0.000000
## 2351 GasA Ex Y SBrkr 7.368340 0.000000 0.000000
## 2352 GasA Ex Y SBrkr 7.430114 0.000000 0.000000
## 2353 GasA Ex Y SBrkr 7.055313 7.159292 0.000000
## 2354 GasA Ex Y SBrkr 7.003974 0.000000 0.000000
## 2355 GasA Ex Y SBrkr 7.042286 0.000000 0.000000
## 2356 GasA Ex Y SBrkr 6.998510 0.000000 0.000000
## 2357 GasA Ex Y SBrkr 7.304516 0.000000 0.000000
## 2358 GasA Ex Y SBrkr 6.825460 6.803505 0.000000
## 2359 GasA Ex Y SBrkr 6.447306 6.456770 0.000000
## 2360 GasA TA Y SBrkr 6.796824 0.000000 0.000000
## 2361 GasA TA Y SBrkr 6.947937 0.000000 0.000000
## 2362 GasA Gd Y SBrkr 7.148346 7.117206 0.000000
## 2363 GasA TA Y SBrkr 6.945051 0.000000 0.000000
## 2364 GasA TA Y SBrkr 6.962243 0.000000 0.000000
## 2365 GasA Ex Y SBrkr 7.229114 0.000000 0.000000
## 2366 GasA Ex Y SBrkr 7.049255 0.000000 0.000000
## 2367 GasA Ex Y SBrkr 7.356280 0.000000 0.000000
## 2368 GasA Ex Y SBrkr 7.210080 0.000000 0.000000
## 2369 GasA Ex Y SBrkr 7.346655 0.000000 0.000000
## 2370 GasA Gd Y SBrkr 6.630683 6.613384 0.000000
## 2371 GasA Ex Y SBrkr 6.646391 6.690842 0.000000
## 2372 GasA Ex Y SBrkr 7.214504 0.000000 0.000000
## 2373 GasA Ex Y SBrkr 6.978214 6.884487 0.000000
## 2374 GasA Ex Y SBrkr 7.107425 7.041412 0.000000
## 2375 GasA Ex Y SBrkr 7.309881 0.000000 0.000000
## 2376 GasA Ex Y SBrkr 7.767687 0.000000 0.000000
## 2377 GasA Gd Y SBrkr 7.823246 0.000000 0.000000
## 2378 GasA Ex Y SBrkr 7.050123 0.000000 0.000000
## 2379 GasA TA Y SBrkr 7.247081 6.916715 0.000000
## 2380 GasA Ex Y SBrkr 6.987490 0.000000 0.000000
## 2381 GasA Fa Y SBrkr 7.167038 0.000000 0.000000
## 2382 GasA TA Y SBrkr 7.384610 0.000000 0.000000
## 2383 GasA Ex Y SBrkr 7.374629 0.000000 0.000000
## 2384 GasA Ex Y SBrkr 6.995766 6.892642 0.000000
## 2385 GasA Gd Y SBrkr 6.997596 0.000000 0.000000
## 2386 GasA TA Y SBrkr 6.959399 0.000000 0.000000
## 2387 GasA TA Y SBrkr 7.010312 0.000000 0.000000
## 2388 GasA TA N SBrkr 7.110696 0.000000 0.000000
## 2389 GasA Gd Y SBrkr 6.980076 0.000000 0.000000
## 2390 GasA TA Y SBrkr 7.080026 0.000000 0.000000
## 2391 GasA Ex Y SBrkr 6.872128 0.000000 0.000000
## 2392 GasA TA Y SBrkr 6.796824 0.000000 0.000000
## 2393 GasA Ex Y SBrkr 7.090910 0.000000 0.000000
## 2394 GasA TA Y SBrkr 6.949856 0.000000 0.000000
## 2395 GasA Ex Y SBrkr 6.740519 7.177782 0.000000
## 2396 GasA TA Y SBrkr 7.226209 0.000000 0.000000
## 2397 GasA Gd Y SBrkr 7.410347 0.000000 0.000000
## 2398 GasA TA Y SBrkr 6.812345 0.000000 0.000000
## 2399 GasA Fa N SBrkr 6.502790 0.000000 0.000000
## 2400 GasA TA N FuseA 6.093570 5.433722 0.000000
## 2401 GasA Ex Y SBrkr 6.695799 0.000000 0.000000
## 2402 GasA Ex Y SBrkr 7.048386 0.000000 0.000000
## 2403 GasA TA Y SBrkr 7.353082 0.000000 0.000000
## 2404 GasA Ex Y SBrkr 7.155396 0.000000 0.000000
## 2405 GasA TA Y SBrkr 7.134891 0.000000 0.000000
## 2406 GasA TA Y SBrkr 6.842683 0.000000 0.000000
## 2407 GasA Ex Y SBrkr 6.916715 0.000000 0.000000
## 2408 GasA Gd Y SBrkr 6.960348 0.000000 0.000000
## 2409 GasA TA Y SBrkr 7.043160 0.000000 0.000000
## 2410 GasA Gd Y SBrkr 7.451242 0.000000 0.000000
## 2411 GasA TA Y FuseA 6.827629 0.000000 0.000000
## 2412 GasA TA Y SBrkr 7.252762 0.000000 0.000000
## 2413 GasA TA Y SBrkr 7.104144 0.000000 0.000000
## 2414 GasA Gd Y SBrkr 7.051856 0.000000 0.000000
## 2415 GasA TA Y SBrkr 7.353082 0.000000 0.000000
## 2416 GasA TA Y SBrkr 6.855409 0.000000 0.000000
## 2417 GasA TA Y FuseF 6.947937 0.000000 0.000000
## 2418 GasA TA Y SBrkr 6.830874 0.000000 0.000000
## 2419 GasA Gd Y SBrkr 6.947937 6.216606 0.000000
## 2420 GasA TA Y SBrkr 6.830874 0.000000 0.000000
## 2421 GasA Gd Y SBrkr 7.407318 0.000000 0.000000
## 2422 GasA TA Y SBrkr 6.829794 0.000000 0.000000
## 2423 GasA Gd Y SBrkr 6.908755 6.300786 0.000000
## 2424 GasA Ex Y SBrkr 7.104144 0.000000 6.240276
## 2425 GasA Gd Y SBrkr 7.177019 7.483807 0.000000
## 2426 GasA Ex Y SBrkr 6.740519 6.079933 0.000000
## 2427 GasA Ex Y SBrkr 6.622736 6.664409 0.000000
## 2428 GasA TA Y SBrkr 6.943122 6.424869 0.000000
## 2429 GasA Gd Y SBrkr 6.790097 0.000000 0.000000
## 2430 GasA Gd Y SBrkr 6.859615 0.000000 0.000000
## 2431 GasA Fa Y FuseA 7.122060 0.000000 0.000000
## 2432 GasA Ex Y SBrkr 6.947937 0.000000 0.000000
## 2433 GasA TA Y SBrkr 7.065613 0.000000 0.000000
## 2434 GasA Gd Y FuseA 7.125283 0.000000 0.000000
## 2435 GasA TA Y SBrkr 7.228388 0.000000 0.000000
## 2436 GasA Gd Y SBrkr 6.830874 0.000000 0.000000
## 2437 GasA Gd Y SBrkr 6.762730 0.000000 0.000000
## 2438 GasA TA Y SBrkr 6.842683 0.000000 0.000000
## 2439 GasA TA Y SBrkr 6.867974 0.000000 0.000000
## 2440 GasA TA Y SBrkr 6.765039 6.066108 0.000000
## 2441 GasA TA N FuseF 6.930495 0.000000 0.000000
## 2442 GasA Gd Y SBrkr 6.875232 0.000000 0.000000
## 2443 GasA Ex Y SBrkr 6.978214 0.000000 0.000000
## 2444 GasA Ex Y SBrkr 6.523562 6.204558 0.000000
## 2445 GasA Gd N SBrkr 6.635947 5.942799 0.000000
## 2446 GasA Ex Y SBrkr 7.053586 6.466145 0.000000
## 2447 GasA Ex N SBrkr 6.813445 6.761573 0.000000
## 2448 GasA TA Y SBrkr 6.818924 6.591674 0.000000
## 2449 GasA Ex Y SBrkr 6.424869 6.424869 0.000000
## 2450 GasA TA Y SBrkr 6.899723 6.492240 0.000000
## 2451 GasA Gd Y SBrkr 6.533789 6.510258 0.000000
## 2452 GasA TA Y FuseA 7.180070 7.041412 0.000000
## 2453 GasA Gd Y SBrkr 6.876265 0.000000 0.000000
## 2454 GasA Ex Y SBrkr 7.232010 0.000000 0.000000
## 2455 GasA TA N FuseA 6.821107 4.976734 0.000000
## 2456 GasA TA Y SBrkr 6.814543 6.265301 0.000000
## 2457 GasA Ex Y SBrkr 6.591674 6.304449 0.000000
## 2458 GasA Ex Y SBrkr 6.411818 6.437752 0.000000
## 2459 GasA Ex Y SBrkr 6.785588 0.000000 0.000000
## 2460 GasA Gd Y SBrkr 6.759255 6.308098 0.000000
## 2461 GasA Ex Y SBrkr 6.802395 6.049733 0.000000
## 2462 GasA Ex Y SBrkr 6.922644 6.023448 0.000000
## 2463 GasA Gd Y FuseA 6.806829 5.937536 0.000000
## 2464 GasA Ex Y FuseA 7.003974 7.060476 0.000000
## 2465 GasA Ex Y SBrkr 6.624065 6.437752 0.000000
## 2466 GasA TA Y SBrkr 6.867974 5.877736 0.000000
## 2467 GasA Gd N FuseA 6.511745 6.511745 0.000000
## 2468 GasA TA N FuseA 6.839476 5.484797 0.000000
## 2469 GasA TA N FuseA 6.877296 5.505332 0.000000
## 2470 GasA Fa Y SBrkr 7.311886 6.682109 0.000000
## 2471 GasA Ex Y SBrkr 6.884487 6.884487 0.000000
## 2472 GasA Gd Y SBrkr 7.037906 6.949856 0.000000
## 2473 GasA TA Y SBrkr 6.732211 6.169611 0.000000
## 2475 GasA TA Y SBrkr 7.141245 6.913737 0.000000
## 2476 GasA TA N SBrkr 6.658011 6.224558 0.000000
## 2477 GasA TA Y SBrkr 6.907755 0.000000 0.000000
## 2478 GasA Gd Y SBrkr 7.281386 0.000000 0.000000
## 2479 GasA TA Y SBrkr 6.913737 0.000000 0.000000
## 2480 GasA TA Y SBrkr 6.928538 0.000000 0.000000
## 2481 GasA TA Y SBrkr 6.947937 0.000000 0.000000
## 2482 GasA Gd Y SBrkr 6.767343 0.000000 0.000000
## 2483 GasA TA Y SBrkr 6.800170 0.000000 0.000000
## 2484 GasA TA Y SBrkr 6.850126 0.000000 0.000000
## 2485 GasA Ex Y SBrkr 6.816736 0.000000 0.000000
## 2486 GasA Gd Y SBrkr 7.226936 0.000000 0.000000
## 2487 GasA Fa Y SBrkr 7.357556 6.992096 0.000000
## 2488 GasA Ex Y FuseA 6.683361 6.224558 0.000000
## 2489 GasA TA Y SBrkr 7.170120 0.000000 0.000000
## 2491 GasA TA N FuseA 6.906755 0.000000 0.000000
## 2492 GasA Ex Y SBrkr 7.328437 0.000000 0.000000
## 2493 GasA Ex Y SBrkr 7.189922 0.000000 0.000000
## 2494 GasA TA Y SBrkr 7.396949 0.000000 0.000000
## 2495 GasA TA N SBrkr 7.125283 0.000000 0.000000
## 2496 GasA Ex Y SBrkr 7.792762 0.000000 0.000000
## 2497 GasA Ex Y SBrkr 6.896694 6.459904 0.000000
## 2498 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 2499 GasA TA N SBrkr 6.850126 0.000000 0.000000
## 2500 GasA Gd Y SBrkr 6.946014 0.000000 0.000000
## 2501 GasA Ex Y SBrkr 7.202661 0.000000 0.000000
## 2502 GasA TA N SBrkr 6.985642 5.993961 0.000000
## 2503 GasW Fa N SBrkr 6.894670 5.932245 0.000000
## 2504 GasA Ex Y SBrkr 7.008505 6.576470 0.000000
## 2505 GasA Ex Y SBrkr 6.937314 6.835185 0.000000
## 2506 GasA Ex Y SBrkr 7.409742 0.000000 0.000000
## 2507 GasA Ex Y SBrkr 7.669028 0.000000 0.000000
## 2508 GasA Ex Y SBrkr 7.409742 0.000000 0.000000
## 2509 GasA Ex Y SBrkr 7.344073 0.000000 0.000000
## 2510 GasA Ex Y SBrkr 7.313887 0.000000 0.000000
## 2511 GasA Ex Y SBrkr 7.147559 0.000000 0.000000
## 2512 GasA Ex Y SBrkr 6.779922 6.821107 0.000000
## 2513 GasA Ex Y SBrkr 6.853299 6.833032 0.000000
## 2514 GasA Ex Y SBrkr 7.463937 0.000000 0.000000
## 2515 GasA Gd Y SBrkr 6.930495 0.000000 0.000000
## 2516 GasA Ex Y SBrkr 6.472346 6.496775 0.000000
## 2517 GasA Ex Y SBrkr 6.898715 0.000000 0.000000
## 2518 GasA Ex Y SBrkr 7.001246 0.000000 0.000000
## 2519 GasA Ex Y SBrkr 6.896694 6.786717 0.000000
## 2520 GasA Ex Y SBrkr 6.749931 6.803505 0.000000
## 2521 GasA Ex Y SBrkr 6.740519 6.740519 0.000000
## 2522 GasA Ex Y SBrkr 6.893656 6.754604 0.000000
## 2523 GasA TA Y SBrkr 6.796824 0.000000 0.000000
## 2524 GasA TA Y SBrkr 6.933423 0.000000 0.000000
## 2525 GasA TA Y SBrkr 6.917706 0.000000 0.000000
## 2526 GasA TA Y SBrkr 6.947937 0.000000 0.000000
## 2527 GasA TA Y SBrkr 6.811244 0.000000 0.000000
## 2528 GasA TA Y SBrkr 6.779922 0.000000 0.000000
## 2529 GasA Gd Y SBrkr 6.762730 0.000000 0.000000
## 2530 GasA Gd Y SBrkr 6.775366 0.000000 0.000000
## 2531 GasA Ex Y SBrkr 7.422971 0.000000 0.000000
## 2532 GasA Ex Y SBrkr 6.900731 6.846943 0.000000
## 2533 GasA Ex Y SBrkr 6.758095 6.768493 0.000000
## 2534 GasA Ex Y SBrkr 7.373374 0.000000 0.000000
## 2535 GasA Ex Y SBrkr 7.334329 6.812345 0.000000
## 2536 GasA Ex Y SBrkr 7.100852 6.660575 0.000000
## 2537 GasA Ex Y SBrkr 7.201916 0.000000 0.000000
## 2538 GasA Ex Y SBrkr 6.605298 6.605298 0.000000
## 2539 GasA Ex Y SBrkr 7.082549 0.000000 0.000000
## 2540 GasA Ex Y SBrkr 7.193686 0.000000 0.000000
## 2541 GasA Gd Y SBrkr 6.605298 6.625392 0.000000
## 2542 GasA Ex Y SBrkr 6.645091 6.645091 0.000000
## 2543 GasA Gd Y SBrkr 6.842683 0.000000 0.000000
## 2544 GasA TA Y SBrkr 6.993015 0.000000 0.000000
## 2545 GasA TA Y SBrkr 6.804615 6.111467 0.000000
## 2546 GasA Gd Y SBrkr 7.073270 0.000000 0.000000
## 2547 GasA TA Y SBrkr 6.951772 0.000000 0.000000
## 2548 GasA TA Y SBrkr 7.003974 7.033506 0.000000
## 2549 GasA Gd Y SBrkr 6.599870 6.514713 0.000000
## 2550 GasA Ex Y SBrkr 8.536211 0.000000 0.000000
## 2551 GasA Ex Y SBrkr 6.978214 0.000000 0.000000
## 2552 GasA Ex Y SBrkr 6.867974 0.000000 0.000000
## 2553 GasA TA N SBrkr 7.050123 0.000000 0.000000
## 2554 GasA TA N SBrkr 7.086738 0.000000 0.000000
## 2555 GasA TA Y SBrkr 6.608001 4.836282 0.000000
## 2556 GasA TA Y SBrkr 6.645091 0.000000 0.000000
## 2557 GasA TA Y SBrkr 6.762730 0.000000 0.000000
## 2558 Grav Fa N FuseA 7.167809 7.167809 0.000000
## 2559 GasA TA Y SBrkr 7.260523 0.000000 0.000000
## 2560 GasA Gd Y SBrkr 6.633318 6.291569 0.000000
## 2561 GasA TA Y SBrkr 6.342121 6.276643 0.000000
## 2562 GasA TA N SBrkr 6.747587 6.373320 0.000000
## 2563 GasA TA Y SBrkr 6.532334 6.654153 0.000000
## 2564 GasA Gd Y SBrkr 6.766192 6.747587 0.000000
## 2565 GasA Fa Y SBrkr 7.112327 0.000000 0.000000
## 2566 GasA Ex Y SBrkr 7.115582 6.265301 0.000000
## 2567 GasA Ex Y SBrkr 6.634633 6.390241 0.000000
## 2568 GasA TA Y SBrkr 7.353082 0.000000 0.000000
## 2569 GasA Ex Y SBrkr 7.305860 0.000000 0.000000
## 2570 GasA Gd Y SBrkr 6.272877 6.248043 0.000000
## 2571 GasA Gd Y SBrkr 7.427144 0.000000 0.000000
## 2572 GasA Gd Y SBrkr 6.928538 0.000000 0.000000
## 2573 GasA Ex Y SBrkr 7.436617 0.000000 0.000000
## 2574 GasA Gd Y SBrkr 7.910957 0.000000 0.000000
## 2575 GasA Gd Y FuseA 6.580639 6.206576 0.000000
## 2576 GasA Ex Y SBrkr 6.842683 6.501290 0.000000
## 2578 GasA Ex Y SBrkr 6.705639 0.000000 0.000000
## 2579 GasA Ex Y SBrkr 6.463029 0.000000 5.327876
## 2580 GasA Fa N SBrkr 6.942157 6.864848 0.000000
## 2581 GasA Gd Y FuseA 6.979145 0.000000 0.000000
## 2582 GasA Ex Y SBrkr 6.909753 0.000000 0.000000
## 2583 GasA Gd Y SBrkr 7.393878 0.000000 0.000000
## 2584 GasA TA Y SBrkr 7.170120 0.000000 0.000000
## 2585 GasA Ex Y SBrkr 7.239215 0.000000 0.000000
## 2586 GasA Ex Y SBrkr 7.251345 0.000000 0.000000
## 2587 GasA TA Y SBrkr 7.299121 0.000000 0.000000
## 2588 GasA TA Y SBrkr 6.823286 0.000000 0.000000
## 2589 GasA TA Y SBrkr 6.934397 0.000000 0.000000
## 2590 GasA Ex Y SBrkr 7.314553 0.000000 0.000000
## 2591 GasA Gd Y SBrkr 7.731931 0.000000 0.000000
## 2592 GasA Ex Y SBrkr 7.432484 0.000000 0.000000
## 2593 GasA Ex Y SBrkr 7.355641 0.000000 0.000000
## 2594 GasA Gd Y SBrkr 7.123673 0.000000 0.000000
## 2595 GasA Ex Y SBrkr 7.180070 0.000000 0.000000
## 2596 GasA Ex Y SBrkr 7.561642 0.000000 0.000000
## 2597 GasA Ex Y SBrkr 7.307873 0.000000 0.000000
## 2598 GasA Ex Y SBrkr 7.044905 7.201171 0.000000
## 2599 GasA Ex Y SBrkr 7.509335 0.000000 0.000000
## 2600 GasA Ex Y SBrkr 7.618251 0.000000 0.000000
## 2601 GasA Ex Y SBrkr 6.842683 0.000000 0.000000
## 2602 GasA TA Y SBrkr 6.304449 6.304449 0.000000
## 2603 GasA TA Y SBrkr 6.274762 6.137727 0.000000
## 2604 GasA Ex Y SBrkr 6.304449 6.304449 0.000000
## 2605 GasA Ex Y SBrkr 6.304449 6.304449 0.000000
## 2606 GasA TA Y SBrkr 6.916715 0.000000 0.000000
## 2607 GasA TA Y SBrkr 7.213032 0.000000 0.000000
## 2608 GasA TA Y SBrkr 7.424762 0.000000 0.000000
## 2609 GasA Ex Y SBrkr 6.575076 6.575076 0.000000
## 2610 GasA TA Y SBrkr 6.680855 0.000000 0.000000
## 2611 GasA TA N SBrkr 7.383368 0.000000 0.000000
## 2612 GasA TA Y SBrkr 7.072422 0.000000 0.000000
## 2613 GasA TA Y SBrkr 6.705639 0.000000 0.000000
## 2614 GasA TA Y SBrkr 6.788972 0.000000 0.000000
## 2615 GasA Gd Y SBrkr 7.165493 0.000000 0.000000
## 2616 GasA TA Y SBrkr 6.932448 0.000000 0.000000
## 2617 GasA Fa Y SBrkr 7.494430 0.000000 0.000000
## 2618 GasA Ex Y SBrkr 7.237778 0.000000 0.000000
## 2619 GasA Gd Y SBrkr 7.524021 0.000000 0.000000
## 2620 GasA Ex Y SBrkr 6.701960 6.569481 0.000000
## 2621 GasA Gd Y SBrkr 6.661855 6.792344 0.000000
## 2622 GasA Gd Y SBrkr 6.711740 6.862758 0.000000
## 2623 GasA Ex Y SBrkr 6.980076 6.898715 0.000000
## 2624 GasA Ex Y SBrkr 7.438972 6.240276 0.000000
## 2625 GasA Ex Y SBrkr 7.640123 6.411818 0.000000
## 2626 GasA Gd Y SBrkr 7.064759 0.000000 0.000000
## 2627 GasA TA Y SBrkr 7.094235 0.000000 0.000000
## 2628 GasA Ex Y SBrkr 7.254885 7.233455 0.000000
## 2629 GasA Ex Y SBrkr 7.332369 7.529943 0.000000
## 2630 GasA Ex Y SBrkr 7.005789 7.224025 0.000000
## 2631 GasA Ex Y SBrkr 7.523481 6.744059 0.000000
## 2632 GasA Ex Y SBrkr 7.237778 7.248504 0.000000
## 2633 GasA Ex Y SBrkr 7.447168 0.000000 0.000000
## 2634 GasA Ex Y SBrkr 7.601402 0.000000 0.000000
## 2635 GasA TA Y SBrkr 7.005789 0.000000 0.000000
## 2636 GasA TA Y SBrkr 6.852243 6.816736 0.000000
## 2637 GasA TA Y SBrkr 6.988413 0.000000 0.000000
## 2638 GasA Ex Y SBrkr 6.867974 7.214504 0.000000
## 2639 GasA TA Y SBrkr 7.012115 6.642487 0.000000
## 2640 GasA TA Y SBrkr 7.006695 0.000000 0.000000
## 2641 GasA TA Y SBrkr 6.774224 0.000000 0.000000
## 2642 GasA Ex Y SBrkr 7.258412 0.000000 0.000000
## 2643 GasA TA Y SBrkr 6.265301 6.342121 0.000000
## 2644 GasA Gd Y SBrkr 6.641182 6.398595 0.000000
## 2645 GasA Ex Y SBrkr 6.204558 6.285998 0.000000
## 2646 GasA TA Y SBrkr 6.182085 6.144186 0.000000
## 2647 GasA Gd Y SBrkr 6.265301 6.342121 0.000000
## 2648 GasA Gd Y SBrkr 6.975414 0.000000 0.000000
## 2649 GasA TA Y SBrkr 7.235619 0.000000 0.000000
## 2650 GasA TA Y SBrkr 6.962243 0.000000 0.000000
## 2651 GasA Gd Y SBrkr 6.752270 6.400257 0.000000
## 2652 GasA Gd Y SBrkr 7.461066 6.747587 0.000000
## 2653 GasA Ex Y SBrkr 7.389564 0.000000 0.000000
## 2654 GasA Ex Y SBrkr 7.462215 0.000000 0.000000
## 2655 GasA Ex Y SBrkr 7.533159 0.000000 0.000000
## 2656 GasA Ex Y SBrkr 7.019297 6.993933 0.000000
## 2657 GasA Ex Y SBrkr 7.393878 6.146329 0.000000
## 2658 GasA Ex Y SBrkr 7.098376 6.951772 0.000000
## 2659 GasA Gd Y SBrkr 6.961296 7.197435 0.000000
## 2660 GasA Ex Y SBrkr 7.342779 6.703188 0.000000
## 2661 GasA Ex Y SBrkr 7.491645 0.000000 0.000000
## 2662 GasA Ex Y SBrkr 7.484930 0.000000 0.000000
## 2663 GasA Ex Y SBrkr 7.263330 6.192362 0.000000
## 2664 GasA Ex Y SBrkr 7.356280 0.000000 0.000000
## 2665 GasA Ex Y SBrkr 7.430707 0.000000 0.000000
## 2666 GasA Ex Y SBrkr 7.418781 0.000000 0.000000
## 2667 GasA Ex Y SBrkr 6.591674 6.591674 0.000000
## 2668 GasA Ex Y SBrkr 6.605298 6.626718 0.000000
## 2669 GasA Ex Y SBrkr 7.190676 0.000000 0.000000
## 2670 GasA Ex Y SBrkr 6.959399 7.186901 0.000000
## 2671 GasA Ex Y SBrkr 6.605298 6.626718 0.000000
## 2672 GasA Ex Y SBrkr 7.218910 0.000000 0.000000
## 2673 GasA Ex Y SBrkr 7.321189 0.000000 0.000000
## 2674 GasA Ex Y SBrkr 7.345365 0.000000 0.000000
## 2675 GasA Ex Y SBrkr 7.041412 0.000000 0.000000
## 2676 GasA Ex Y SBrkr 6.744059 6.621406 0.000000
## 2677 GasA Ex Y SBrkr 6.916715 6.782192 0.000000
## 2678 GasA Gd Y SBrkr 6.987490 7.123673 0.000000
## 2679 GasA Ex Y SBrkr 6.984716 6.800170 0.000000
## 2680 GasA Ex Y SBrkr 7.095064 6.937314 0.000000
## 2681 GasA Ex Y SBrkr 7.340187 7.182352 0.000000
## 2682 GasA Ex Y SBrkr 7.214504 7.221836 0.000000
## 2683 GasA Ex Y SBrkr 7.567346 7.357556 0.000000
## 2684 GasA Ex Y SBrkr 7.174724 7.081709 0.000000
## 2685 GasA Ex Y SBrkr 7.356280 7.118826 0.000000
## 2686 GasA Ex Y SBrkr 7.018402 6.744059 0.000000
## 2687 GasA Ex Y SBrkr 7.421178 0.000000 0.000000
## 2688 GasA Ex Y SBrkr 7.316548 0.000000 0.000000
## 2689 GasA Ex Y SBrkr 7.153834 0.000000 0.000000
## 2690 GasA Ex Y SBrkr 7.619233 6.405228 0.000000
## GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 1461 6.799056 0 0.0000000 1 0 2
## 1462 7.192934 0 0.0000000 1 1 3
## 1463 7.396335 0 0.0000000 2 1 3
## 1464 7.380879 0 0.0000000 2 1 3
## 1465 7.155396 0 0.0000000 2 0 2
## 1466 7.412160 0 0.0000000 2 1 3
## 1467 7.080026 1 0.0000000 2 0 3
## 1468 7.290293 0 0.0000000 2 1 3
## 1469 7.201916 1 0.0000000 1 1 2
## 1470 6.783325 1 0.0000000 1 0 2
## 1471 7.198931 1 0.0000000 2 0 2
## 1472 6.895683 0 0.0000000 1 1 2
## 1473 6.996681 0 0.0000000 1 1 3
## 1474 7.284135 0 0.0000000 2 1 3
## 1475 6.729824 0 0.0000000 1 0 2
## 1476 7.755767 0 0.0000000 2 1 3
## 1477 7.342779 0 0.0000000 2 0 3
## 1478 7.437795 0 0.0000000 2 0 3
## 1479 7.508239 0 0.0000000 2 0 3
## 1480 7.899895 1 0.0000000 2 1 3
## 1481 7.719130 1 0.0000000 2 1 3
## 1482 7.223296 0 0.0000000 2 0 2
## 1483 7.189168 0 0.0000000 2 0 3
## 1484 7.044033 0 0.0000000 2 0 2
## 1485 7.226209 1 0.0000000 2 1 3
## 1486 7.458186 0 0.0000000 2 1 3
## 1487 7.814400 0 0.0000000 2 1 4
## 1488 7.375256 0 0.0000000 2 0 2
## 1489 7.105786 0 0.0000000 2 0 2
## 1490 7.292337 1 0.0000000 2 0 2
## 1491 7.414573 0 0.0000000 2 1 3
## 1492 6.920672 0 0.0000000 1 0 2
## 1493 7.309881 1 0.0000000 2 0 3
## 1494 7.762171 1 0.0000000 2 1 4
## 1495 7.707962 1 0.0000000 2 1 4
## 1496 7.305860 1 0.0000000 2 0 2
## 1497 7.427144 0 0.0000000 2 1 2
## 1498 7.090910 0 0.0000000 2 1 2
## 1499 7.090910 1 0.0000000 2 1 2
## 1500 7.120444 1 0.0000000 2 1 2
## 1501 7.321850 1 0.0000000 2 1 2
## 1502 6.985642 0 0.0000000 2 1 2
## 1503 7.257708 1 0.0000000 1 1 1
## 1504 7.522400 1 0.0000000 2 1 3
## 1505 7.308543 1 0.0000000 2 0 3
## 1506 7.512071 1 0.0000000 2 0 4
## 1507 7.822445 1 0.0000000 2 1 4
## 1508 7.545390 0 0.6931472 3 0 3
## 1509 7.406103 0 0.0000000 1 2 4
## 1510 7.117206 1 0.0000000 1 1 3
## 1511 7.098376 1 0.0000000 1 0 3
## 1512 7.320527 1 0.0000000 2 0 3
## 1513 7.482119 0 0.0000000 2 0 3
## 1514 7.455298 2 0.0000000 2 0 6
## 1515 7.808729 0 0.0000000 2 0 3
## 1516 7.350516 0 0.0000000 2 0 3
## 1517 7.029088 1 0.0000000 1 0 2
## 1518 7.380879 0 0.0000000 2 0 4
## 1519 7.300473 1 0.0000000 2 0 3
## 1520 7.042286 1 0.0000000 1 0 3
## 1521 7.095893 0 0.0000000 1 0 3
## 1522 7.365813 1 0.0000000 1 1 3
## 1523 7.198931 0 0.0000000 1 0 3
## 1524 6.970730 0 0.6931472 1 0 2
## 1525 6.880384 0 0.0000000 1 0 3
## 1526 6.896694 1 0.0000000 1 0 2
## 1527 6.893656 0 0.6931472 1 0 2
## 1528 7.110696 1 0.0000000 1 0 3
## 1529 7.069874 0 0.0000000 1 1 3
## 1530 7.241366 1 0.0000000 1 0 2
## 1531 7.520235 1 0.0000000 1 0 3
## 1532 6.842683 1 0.0000000 1 0 2
## 1533 7.206377 1 0.6931472 1 0 3
## 1534 7.132498 0 0.0000000 1 0 3
## 1535 7.398786 0 0.0000000 1 0 3
## 1536 7.127694 0 0.0000000 1 0 3
## 1537 6.725034 0 0.0000000 1 0 2
## 1538 7.356918 0 0.0000000 2 0 3
## 1539 7.727094 0 0.0000000 3 0 3
## 1540 7.721792 0 0.0000000 2 0 4
## 1541 7.293698 0 0.0000000 1 1 2
## 1542 7.385851 0 0.0000000 1 1 3
## 1543 7.634821 0 0.0000000 1 1 3
## 1544 6.641182 1 0.0000000 1 0 2
## 1545 7.032624 1 0.0000000 1 0 2
## 1546 7.087574 0 0.6931472 1 1 3
## 1547 7.282074 0 0.0000000 1 1 3
## 1548 7.256297 0 0.0000000 1 1 3
## 1549 6.947937 0 0.0000000 1 0 2
## 1550 7.337588 0 0.0000000 2 0 4
## 1551 6.974479 1 0.0000000 1 0 2
## 1552 7.582229 0 0.0000000 1 1 4
## 1553 7.353082 0 0.0000000 1 1 3
## 1554 7.189168 0 0.6931472 1 0 3
## 1555 7.424165 0 0.0000000 2 0 3
## 1557 7.239215 1 0.0000000 1 0 3
## 1558 6.824374 0 0.0000000 1 0 3
## 1559 7.541683 0 0.0000000 1 1 4
## 1560 7.427144 1 0.0000000 2 0 2
## 1561 7.513709 2 0.0000000 2 0 4
## 1562 6.794587 1 0.0000000 1 0 3
## 1563 6.762730 1 0.0000000 1 0 2
## 1564 7.225481 1 0.0000000 1 0 3
## 1565 7.273093 0 0.0000000 1 1 4
## 1566 7.302496 1 0.0000000 1 1 1
## 1567 6.629363 0 0.0000000 1 0 2
## 1568 7.591862 1 0.0000000 2 1 4
## 1569 7.384610 0 0.6931472 2 0 4
## 1570 6.980076 1 0.0000000 1 0 3
## 1571 7.334329 0 0.0000000 1 0 3
## 1572 7.067320 1 0.0000000 1 0 3
## 1573 7.319202 1 0.0000000 1 0 1
## 1574 7.169350 0 0.0000000 2 0 3
## 1575 7.268223 1 0.0000000 1 1 1
## 1576 7.497207 0 0.6931472 2 1 3
## 1577 7.109062 0 0.0000000 2 0 2
## 1578 7.276556 0 0.0000000 2 0 3
## 1579 6.873164 1 0.0000000 1 0 2
## 1580 7.434257 0 0.0000000 2 1 3
## 1581 6.934397 1 0.0000000 1 1 3
## 1582 6.776507 1 0.0000000 1 0 3
## 1583 7.590347 1 0.0000000 2 1 3
## 1584 7.649216 0 0.0000000 2 1 4
## 1585 6.744059 1 0.0000000 1 0 1
## 1586 6.463029 0 0.0000000 1 0 2
## 1587 6.900731 0 0.0000000 1 0 3
## 1588 7.087574 1 0.0000000 1 0 3
## 1589 7.021976 0 0.0000000 1 0 2
## 1590 7.000334 1 0.0000000 1 0 3
## 1591 6.867974 0 0.0000000 1 0 3
## 1592 7.167809 0 0.0000000 2 0 2
## 1593 6.753438 1 0.0000000 1 0 2
## 1594 7.882692 0 0.0000000 3 0 6
## 1595 7.418781 1 0.0000000 1 0 3
## 1596 7.665753 1 0.0000000 1 1 4
## 1597 7.686162 0 0.0000000 2 1 5
## 1598 7.410347 1 0.0000000 2 1 3
## 1599 6.942157 1 0.0000000 1 0 1
## 1600 7.083388 0 0.0000000 2 0 2
## 1601 6.293419 0 0.0000000 1 0 1
## 1602 7.010312 0 0.0000000 1 0 2
## 1603 6.859615 0 0.0000000 1 0 3
## 1604 7.406711 1 0.6931472 2 0 2
## 1605 7.558517 1 0.0000000 2 1 3
## 1606 7.159292 0 0.6931472 2 0 3
## 1607 7.625107 0 0.0000000 3 0 5
## 1608 7.205635 1 0.0000000 2 0 3
## 1609 7.102499 0 0.0000000 2 0 2
## 1610 7.275865 0 0.0000000 2 1 3
## 1611 7.142827 1 0.0000000 1 0 2
## 1612 7.266129 0 0.0000000 2 0 3
## 1613 7.204149 0 0.0000000 2 0 3
## 1614 6.852243 1 0.6931472 1 0 2
## 1615 6.996681 0 0.0000000 1 1 3
## 1616 6.996681 0 0.0000000 1 1 3
## 1617 6.996681 0 0.0000000 1 1 3
## 1618 6.774224 0 0.0000000 1 0 3
## 1619 6.726233 1 0.0000000 1 0 2
## 1620 7.796880 0 0.0000000 4 2 4
## 1621 7.150701 0 0.0000000 1 1 3
## 1622 7.299797 0 0.0000000 2 0 5
## 1623 7.497762 1 0.6931472 2 1 3
## 1624 7.494430 1 0.0000000 2 1 3
## 1625 6.783325 0 0.0000000 1 0 2
## 1626 7.268920 1 0.0000000 2 0 4
## 1627 7.383368 0 0.0000000 2 1 3
## 1628 7.733684 0 0.0000000 2 1 4
## 1629 7.395722 0 0.0000000 2 1 3
## 1630 7.833204 1 0.0000000 2 0 1
## 1631 7.299121 1 0.0000000 2 0 2
## 1632 7.458763 1 0.0000000 2 0 2
## 1633 7.232010 0 0.0000000 2 1 3
## 1634 7.400621 1 0.0000000 2 1 3
## 1635 7.324490 1 0.0000000 2 1 3
## 1636 7.082549 0 0.0000000 2 0 3
## 1637 7.567863 1 0.0000000 2 1 3
## 1638 7.626083 0 0.0000000 2 1 4
## 1639 7.421776 0 0.0000000 2 0 3
## 1640 7.891331 0 0.0000000 2 1 4
## 1641 7.443078 0 0.0000000 2 0 3
## 1642 7.541683 1 0.0000000 2 1 3
## 1643 7.536364 0 0.0000000 2 1 3
## 1644 7.502186 0 0.0000000 2 1 3
## 1645 7.391415 1 0.0000000 2 0 3
## 1646 7.018402 1 0.0000000 2 0 3
## 1647 7.085064 0 0.0000000 2 0 3
## 1648 7.074117 0 0.0000000 1 1 2
## 1649 6.957497 1 0.0000000 1 1 3
## 1650 6.762730 1 0.0000000 1 0 3
## 1651 6.762730 0 0.0000000 1 0 3
## 1652 6.895683 1 0.0000000 1 1 2
## 1653 6.895683 1 0.0000000 1 1 2
## 1654 7.345365 0 0.0000000 2 1 3
## 1655 6.962243 0 0.6931472 2 0 2
## 1656 7.284135 0 0.0000000 2 1 3
## 1657 7.345365 0 0.6931472 2 1 3
## 1658 7.284135 0 0.0000000 2 1 3
## 1659 6.729824 0 0.6931472 1 0 2
## 1660 7.021976 0 0.6931472 1 0 3
## 1661 7.927685 1 0.0000000 3 1 4
## 1662 7.897668 1 0.0000000 2 1 3
## 1663 7.611348 1 0.0000000 2 0 3
## 1664 7.891705 2 0.0000000 2 1 2
## 1665 7.459915 0 0.0000000 2 0 3
## 1666 7.486053 1 0.0000000 2 0 3
## 1667 7.832411 1 0.0000000 2 1 5
## 1668 7.463937 1 0.0000000 2 0 3
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## 1672 7.805067 2 0.0000000 2 0 3
## 1673 7.783641 0 0.0000000 3 1 4
## 1674 7.382124 0 0.0000000 2 0 3
## 1675 7.214504 0 0.0000000 2 0 2
## 1676 7.175490 1 0.0000000 2 0 1
## 1677 7.214504 1 0.0000000 2 0 2
## 1678 7.821242 1 0.0000000 2 1 2
## 1679 7.696667 1 0.0000000 2 1 3
## 1680 7.541683 1 0.0000000 2 0 2
## 1681 7.284135 0 0.0000000 2 0 2
## 1682 7.446001 1 0.0000000 2 0 3
## 1683 7.248504 0 0.0000000 2 0 2
## 1684 7.284135 0 0.0000000 2 1 3
## 1685 7.307202 0 0.0000000 2 1 3
## 1686 7.107425 0 0.0000000 2 0 2
## 1687 7.226209 0 0.0000000 2 1 3
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## 1689 7.374629 0 0.0000000 2 1 3
## 1690 7.306531 1 0.0000000 2 1 3
## 1691 7.202661 1 0.0000000 2 1 3
## 1692 7.603399 1 0.0000000 2 1 4
## 1693 7.226209 0 0.0000000 2 1 3
## 1694 7.323171 1 0.0000000 2 1 3
## 1695 7.266129 0 0.0000000 2 1 3
## 1696 7.746301 1 0.0000000 2 1 4
## 1697 7.266129 0 0.0000000 2 1 3
## 1698 7.896553 1 0.0000000 2 1 4
## 1699 7.632401 1 0.0000000 2 0 3
## 1700 7.631432 1 0.0000000 2 1 3
## 1701 7.711101 1 0.0000000 2 1 3
## 1702 7.436617 0 0.0000000 2 0 3
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## 1704 7.440147 1 0.0000000 2 0 3
## 1705 7.267525 0 0.0000000 2 0 3
## 1706 7.820440 1 0.0000000 2 0 2
## 1707 7.270313 0 0.0000000 2 0 3
## 1708 7.246368 0 0.0000000 2 0 3
## 1709 7.333676 0 0.0000000 2 0 3
## 1710 7.278629 0 0.0000000 2 0 2
## 1711 7.493317 1 0.0000000 2 1 3
## 1712 7.515889 0 0.0000000 2 0 3
## 1713 7.416378 1 0.0000000 2 0 3
## 1714 7.348588 1 0.0000000 2 0 3
## 1715 7.410952 1 0.0000000 2 1 3
## 1716 7.105786 0 0.0000000 1 1 3
## 1717 7.040536 1 0.0000000 1 1 3
## 1718 7.055313 0 0.0000000 1 1 3
## 1719 7.502738 0 0.0000000 2 1 3
## 1720 7.321850 0 0.0000000 2 0 3
## 1721 7.016610 0 0.0000000 1 1 3
## 1722 7.016610 0 0.0000000 1 1 3
## 1723 7.016610 1 0.0000000 2 0 3
## 1724 7.280008 0 0.0000000 2 0 2
## 1725 7.660585 1 0.0000000 2 1 4
## 1726 7.456455 0 0.0000000 2 1 3
## 1727 7.195187 0 0.0000000 2 0 2
## 1728 7.340187 1 0.0000000 2 1 3
## 1729 7.244942 0 0.0000000 2 1 3
## 1730 7.540622 0 0.0000000 2 0 4
## 1731 6.888572 1 0.0000000 1 0 3
## 1732 6.762730 1 0.0000000 1 0 3
## 1733 6.762730 0 0.0000000 1 0 2
## 1734 6.928538 0 0.0000000 2 0 3
## 1735 6.816736 1 0.0000000 1 0 3
## 1736 6.816736 0 0.6931472 1 0 3
## 1737 7.608374 1 0.0000000 2 0 2
## 1738 7.470794 0 0.6931472 2 1 3
## 1739 8.008366 0 0.0000000 2 1 3
## 1740 7.454141 0 0.0000000 2 1 2
## 1741 7.136483 1 0.0000000 1 1 1
## 1742 7.321850 1 0.0000000 2 1 2
## 1743 7.281386 1 0.0000000 2 1 3
## 1744 7.435438 1 0.0000000 2 0 2
## 1745 7.462215 0 0.0000000 1 1 2
## 1746 7.824046 0 0.0000000 2 1 4
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## 1748 7.878913 0 0.0000000 2 1 5
## 1749 7.198184 0 0.6931472 2 0 3
## 1750 7.104144 1 0.0000000 1 0 3
## 1751 7.735870 0 0.0000000 1 2 4
## 1752 6.762730 0 0.6931472 1 0 2
## 1753 7.358194 0 0.0000000 1 1 3
## 1754 7.631432 0 0.6931472 2 1 4
## 1755 7.186144 0 0.6931472 2 0 3
## 1756 6.796824 1 0.0000000 1 0 2
## 1757 6.762730 0 0.0000000 1 0 3
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## 1759 7.455298 1 0.0000000 2 0 3
## 1760 7.180831 1 0.0000000 1 1 3
## 1761 7.164720 1 0.0000000 1 1 3
## 1762 7.669028 0 0.0000000 2 1 4
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## 1522 0.6931472 TA 1.945910 Typ 2 Gd
## 1523 0.6931472 TA 1.791759 Typ 0 None
## 1524 0.6931472 Fa 1.609438 Typ 0 None
## 1525 0.6931472 TA 1.791759 Typ 0 None
## 1526 0.6931472 TA 1.791759 Typ 0 None
## 1527 0.6931472 TA 1.609438 Typ 0 None
## 1528 0.6931472 TA 1.791759 Typ 0 None
## 1529 0.6931472 TA 1.945910 Typ 0 None
## 1530 0.6931472 TA 2.079442 Min1 1 TA
## 1531 0.6931472 TA 2.302585 Min2 2 Gd
## 1532 0.6931472 TA 1.791759 Typ 1 Gd
## 1533 0.6931472 Gd 1.945910 Typ 0 None
## 1534 0.6931472 Fa 1.945910 Typ 0 None
## 1535 0.6931472 Gd 2.079442 Typ 1 Gd
## 1536 0.6931472 TA 1.945910 Typ 0 None
## 1537 0.6931472 TA 1.791759 Typ 1 Gd
## 1538 0.6931472 Gd 2.079442 Typ 0 None
## 1539 0.6931472 Gd 2.079442 Typ 0 None
## 1540 1.0986123 Fa 2.564949 Typ 0 None
## 1541 0.6931472 TA 1.945910 Min1 0 None
## 1542 0.6931472 TA 2.079442 Typ 0 None
## 1543 0.6931472 Gd 2.197225 Typ 1 Gd
## 1544 0.6931472 Gd 1.609438 Typ 0 None
## 1545 0.6931472 TA 1.791759 Typ 0 None
## 1546 0.6931472 TA 1.945910 Typ 2 Gd
## 1547 0.6931472 Gd 2.079442 Min2 2 Fa
## 1548 0.6931472 TA 1.945910 Typ 0 None
## 1549 0.6931472 TA 1.791759 Typ 0 None
## 1550 0.6931472 TA 2.079442 Typ 1 Gd
## 1551 0.6931472 TA 1.791759 Typ 1 Gd
## 1552 0.6931472 TA 2.302585 Typ 1 TA
## 1553 0.6931472 Gd 2.079442 Typ 0 None
## 1554 0.6931472 TA 1.945910 Typ 0 None
## 1555 0.6931472 TA 2.197225 Typ 2 Gd
## 1557 0.6931472 TA 1.945910 Typ 0 None
## 1558 0.6931472 TA 1.791759 Typ 0 None
## 1559 0.6931472 TA 2.079442 Typ 0 None
## 1560 1.0986123 TA 2.079442 Typ 1 Gd
## 1561 1.0986123 TA 2.197225 Typ 0 None
## 1562 0.6931472 Gd 1.791759 Typ 0 None
## 1563 0.6931472 TA 1.609438 Typ 0 None
## 1564 0.6931472 TA 1.791759 Typ 2 TA
## 1565 0.6931472 TA 2.079442 Typ 2 TA
## 1566 0.6931472 TA 1.609438 Typ 2 TA
## 1567 0.6931472 TA 1.609438 Typ 0 None
## 1568 0.6931472 Gd 2.197225 Typ 1 TA
## 1569 0.6931472 Fa 2.197225 Typ 1 Gd
## 1570 0.6931472 Gd 1.945910 Typ 1 TA
## 1571 0.6931472 TA 2.197225 Typ 1 TA
## 1572 0.6931472 TA 1.791759 Typ 0 None
## 1573 0.6931472 Gd 1.791759 Typ 2 TA
## 1574 0.6931472 TA 1.791759 Typ 0 None
## 1575 0.6931472 Gd 1.609438 Typ 2 TA
## 1576 0.6931472 Gd 2.197225 Typ 1 Gd
## 1577 0.6931472 Gd 1.945910 Typ 0 None
## 1578 0.6931472 TA 1.945910 Typ 0 None
## 1579 0.6931472 TA 1.609438 Typ 0 None
## 1580 0.6931472 TA 2.197225 Typ 1 TA
## 1581 0.6931472 TA 1.791759 Typ 0 None
## 1582 0.6931472 TA 1.791759 Typ 0 None
## 1583 0.6931472 Gd 2.197225 Typ 1 Gd
## 1584 0.6931472 Gd 2.302585 Typ 1 TA
## 1585 0.6931472 Gd 1.609438 Typ 0 None
## 1586 0.6931472 TA 1.791759 Min1 0 None
## 1587 0.6931472 TA 1.945910 Typ 0 None
## 1588 0.6931472 TA 1.945910 Typ 0 None
## 1589 0.6931472 Fa 1.791759 Typ 0 None
## 1590 0.6931472 TA 1.791759 Typ 1 Fa
## 1591 0.6931472 TA 1.791759 Typ 0 None
## 1592 0.6931472 Fa 1.791759 Typ 1 Gd
## 1593 0.6931472 TA 1.609438 Typ 1 Gd
## 1594 1.0986123 TA 2.397895 Min2 0 None
## 1595 0.6931472 TA 2.079442 Typ 1 Gd
## 1596 0.6931472 TA 2.197225 Typ 2 TA
## 1597 1.0986123 TA 2.484907 Typ 0 None
## 1598 0.6931472 Gd 1.945910 Typ 0 None
## 1599 0.6931472 Gd 1.609438 Typ 1 TA
## 1600 0.6931472 Gd 1.791759 Typ 1 TA
## 1601 0.6931472 TA 1.609438 Typ 0 None
## 1602 0.6931472 TA 1.791759 Typ 0 None
## 1603 0.6931472 TA 1.791759 Typ 0 None
## 1604 0.6931472 Gd 1.791759 Typ 1 Gd
## 1605 0.6931472 Gd 2.197225 Typ 1 TA
## 1606 0.6931472 Gd 1.945910 Typ 1 Fa
## 1607 1.0986123 TA 2.302585 Typ 0 None
## 1608 0.6931472 Gd 1.945910 Typ 1 TA
## 1609 0.6931472 Gd 1.945910 Typ 0 None
## 1610 0.6931472 TA 2.079442 Typ 0 None
## 1611 0.6931472 TA 2.079442 Typ 1 TA
## 1612 0.6931472 Gd 2.079442 Typ 0 None
## 1613 0.6931472 TA 2.079442 Typ 1 Gd
## 1614 0.6931472 TA 1.791759 Typ 1 Po
## 1615 0.6931472 TA 1.791759 Typ 0 None
## 1616 0.6931472 TA 1.791759 Typ 0 None
## 1617 0.6931472 TA 1.791759 Typ 0 None
## 1618 0.6931472 TA 1.791759 Typ 0 None
## 1619 0.6931472 Gd 1.791759 Typ 0 None
## 1620 1.0986123 TA 2.397895 Typ 0 None
## 1621 0.6931472 TA 1.945910 Typ 0 None
## 1622 0.6931472 TA 2.197225 Typ 0 None
## 1623 0.6931472 Gd 1.945910 Typ 2 TA
## 1624 0.6931472 Gd 2.079442 Typ 1 Fa
## 1625 0.6931472 TA 1.791759 Typ 0 None
## 1626 0.6931472 TA 2.079442 Typ 1 Gd
## 1627 0.6931472 TA 2.079442 Typ 1 TA
## 1628 0.6931472 Gd 2.302585 Typ 1 Gd
## 1629 0.6931472 TA 2.079442 Typ 1 TA
## 1630 0.6931472 Gd 2.197225 Typ 1 Gd
## 1631 0.6931472 TA 1.791759 Typ 0 None
## 1632 0.6931472 Gd 1.945910 Typ 0 None
## 1633 0.6931472 TA 2.079442 Typ 1 TA
## 1634 0.6931472 TA 2.079442 Typ 1 TA
## 1635 0.6931472 Gd 2.079442 Typ 1 TA
## 1636 0.6931472 Gd 1.945910 Typ 1 TA
## 1637 0.6931472 TA 1.945910 Typ 1 TA
## 1638 0.6931472 Gd 2.197225 Typ 1 TA
## 1639 0.6931472 TA 2.079442 Typ 1 TA
## 1640 0.6931472 Gd 2.302585 Typ 1 TA
## 1641 0.6931472 TA 2.079442 Typ 1 TA
## 1642 0.6931472 Ex 2.079442 Typ 1 Ex
## 1643 0.6931472 Gd 2.079442 Typ 1 TA
## 1644 0.6931472 Gd 2.079442 Typ 1 Gd
## 1645 0.6931472 TA 2.079442 Typ 2 Fa
## 1646 0.6931472 TA 1.945910 Typ 1 TA
## 1647 0.6931472 TA 1.791759 Typ 1 TA
## 1648 0.6931472 TA 1.945910 Typ 0 None
## 1649 0.6931472 TA 1.945910 Typ 0 None
## 1650 0.6931472 TA 1.791759 Typ 0 None
## 1651 0.6931472 TA 1.791759 Typ 0 None
## 1652 0.6931472 TA 1.791759 Typ 0 None
## 1653 0.6931472 TA 1.791759 Typ 0 None
## 1654 0.6931472 TA 2.079442 Typ 1 TA
## 1655 0.6931472 TA 1.609438 Typ 1 Fa
## 1656 0.6931472 TA 1.945910 Typ 1 TA
## 1657 0.6931472 TA 2.079442 Typ 1 TA
## 1658 0.6931472 TA 1.945910 Typ 1 TA
## 1659 0.6931472 TA 1.791759 Typ 0 None
## 1660 0.6931472 TA 1.791759 Typ 1 TA
## 1661 0.6931472 Ex 2.397895 Typ 3 Gd
## 1662 0.6931472 Ex 2.197225 Typ 1 Gd
## 1663 0.6931472 Ex 2.079442 Typ 1 Gd
## 1664 0.6931472 Ex 2.197225 Typ 2 Gd
## 1665 0.6931472 Ex 2.079442 Typ 1 Gd
## 1666 0.6931472 Gd 2.079442 Typ 2 Gd
## 1667 0.6931472 Ex 2.397895 Typ 1 Gd
## 1668 0.6931472 Ex 2.197225 Typ 1 Gd
## 1669 0.6931472 Ex 1.945910 Typ 1 Gd
## 1670 0.6931472 Ex 2.079442 Typ 1 Gd
## 1671 0.6931472 Gd 2.197225 Typ 1 Gd
## 1672 0.6931472 Ex 2.397895 Typ 1 Gd
## 1673 0.6931472 Gd 2.397895 Typ 1 Gd
## 1674 0.6931472 Gd 1.945910 Typ 1 Gd
## 1675 0.6931472 Gd 1.945910 Typ 1 Gd
## 1676 0.6931472 Gd 1.791759 Typ 1 Gd
## 1677 0.6931472 Gd 1.945910 Typ 1 Gd
## 1678 0.6931472 Ex 2.197225 Typ 1 Ex
## 1679 0.6931472 Ex 2.197225 Typ 1 Gd
## 1680 0.6931472 Ex 1.945910 Typ 1 Gd
## 1681 0.6931472 Ex 1.945910 Typ 1 Gd
## 1682 0.6931472 Gd 2.197225 Typ 1 Gd
## 1683 0.6931472 Gd 1.945910 Typ 1 TA
## 1684 0.6931472 Gd 2.197225 Typ 1 Gd
## 1685 0.6931472 Gd 2.079442 Typ 1 Gd
## 1686 0.6931472 Gd 1.791759 Typ 1 Gd
## 1687 0.6931472 Gd 1.945910 Typ 1 Gd
## 1688 0.6931472 Gd 2.079442 Typ 1 Gd
## 1689 0.6931472 Gd 2.079442 Typ 1 Gd
## 1690 0.6931472 Gd 2.197225 Typ 1 Gd
## 1691 0.6931472 Gd 2.079442 Typ 1 TA
## 1692 0.6931472 Gd 2.197225 Typ 1 Gd
## 1693 0.6931472 Gd 2.079442 Typ 0 None
## 1694 0.6931472 TA 2.079442 Typ 1 TA
## 1695 0.6931472 TA 2.079442 Typ 1 TA
## 1696 0.6931472 Gd 2.197225 Typ 1 TA
## 1697 0.6931472 TA 2.079442 Typ 1 TA
## 1698 0.6931472 Gd 2.397895 Typ 2 TA
## 1699 0.6931472 Gd 2.079442 Typ 2 Gd
## 1700 0.6931472 Gd 2.079442 Typ 1 TA
## 1701 0.6931472 Gd 2.197225 Typ 1 TA
## 1702 0.6931472 Gd 2.079442 Typ 0 None
## 1703 0.6931472 Gd 2.079442 Typ 1 Gd
## 1704 0.6931472 Gd 2.079442 Typ 1 Gd
## 1705 0.6931472 Gd 2.079442 Typ 1 Gd
## 1706 0.6931472 Ex 2.302585 Typ 2 Gd
## 1707 0.6931472 Gd 1.945910 Typ 0 None
## 1708 0.6931472 Gd 2.079442 Typ 0 None
## 1709 0.6931472 Gd 2.079442 Typ 1 Gd
## 1710 0.6931472 Gd 1.945910 Typ 1 Gd
## 1711 0.6931472 Gd 2.197225 Typ 1 Gd
## 1712 0.6931472 Gd 2.197225 Typ 1 Gd
## 1713 0.6931472 Ex 2.197225 Typ 1 Gd
## 1714 0.6931472 Gd 1.945910 Typ 0 None
## 1715 0.6931472 Gd 1.945910 Typ 0 None
## 1716 0.6931472 Gd 1.945910 Typ 0 None
## 1717 0.6931472 Gd 1.945910 Typ 0 None
## 1718 0.6931472 Gd 1.791759 Typ 0 None
## 1719 0.6931472 Gd 2.197225 Typ 0 None
## 1720 0.6931472 Gd 1.945910 Typ 0 None
## 1721 0.6931472 Gd 1.945910 Typ 0 None
## 1722 0.6931472 Gd 1.945910 Typ 0 None
## 1723 0.6931472 Gd 1.945910 Typ 0 None
## 1724 0.6931472 Gd 1.945910 Typ 0 None
## 1725 0.6931472 Gd 2.197225 Typ 1 TA
## 1726 0.6931472 Gd 1.945910 Typ 0 None
## 1727 0.6931472 Gd 1.791759 Typ 0 None
## 1728 0.6931472 Gd 1.945910 Typ 0 None
## 1729 0.6931472 TA 1.945910 Typ 0 None
## 1730 1.0986123 TA 2.197225 Typ 2 TA
## 1731 0.6931472 TA 1.791759 Typ 0 None
## 1732 0.6931472 TA 1.791759 Typ 0 None
## 1733 0.6931472 TA 1.791759 Typ 0 None
## 1734 0.6931472 TA 1.791759 Typ 0 None
## 1735 0.6931472 Gd 1.945910 Typ 0 None
## 1736 0.6931472 TA 1.945910 Typ 0 None
## 1737 0.6931472 Gd 1.945910 Maj1 2 Gd
## 1738 0.6931472 Gd 2.079442 Typ 1 TA
## 1739 0.6931472 Gd 2.302585 Mod 1 TA
## 1740 0.6931472 Gd 1.945910 Typ 1 Gd
## 1741 0.6931472 Gd 1.791759 Typ 1 Gd
## 1742 0.6931472 Gd 1.609438 Typ 0 None
## 1743 0.6931472 Gd 1.945910 Typ 0 None
## 1744 0.6931472 Ex 1.791759 Typ 1 Gd
## 1745 0.6931472 Gd 2.079442 Typ 0 None
## 1746 0.6931472 TA 1.791759 Typ 1 Gd
## 1747 0.6931472 Gd 2.079442 Typ 2 TA
## 1748 0.6931472 Gd 2.197225 Typ 1 TA
## 1749 0.6931472 TA 1.945910 Typ 1 Fa
## 1750 0.6931472 TA 1.791759 Typ 0 None
## 1751 0.6931472 Gd 2.197225 Typ 2 TA
## 1752 0.6931472 TA 1.791759 Typ 0 None
## 1753 0.6931472 TA 2.079442 Typ 0 None
## 1754 0.6931472 TA 2.197225 Typ 1 TA
## 1755 0.6931472 TA 1.791759 Typ 1 Gd
## 1756 0.6931472 TA 1.791759 Typ 1 Po
## 1757 0.6931472 TA 1.791759 Typ 0 None
## 1758 0.6931472 TA 1.945910 Typ 1 Gd
## 1759 0.6931472 TA 2.079442 Min1 1 Gd
## 1760 0.6931472 Gd 1.945910 Typ 1 TA
## 1761 0.6931472 TA 1.945910 Typ 2 Gd
## 1762 0.6931472 TA 2.079442 Typ 1 TA
## 1763 0.6931472 Gd 2.079442 Typ 1 Po
## 1764 0.6931472 TA 1.791759 Typ 0 None
## 1765 0.6931472 TA 1.791759 Typ 0 None
## 1766 0.6931472 TA 1.945910 Typ 1 TA
## 1767 0.6931472 Gd 1.791759 Typ 2 Gd
## 1768 0.6931472 TA 1.945910 Typ 0 None
## 1769 0.6931472 TA 1.791759 Typ 2 Gd
## 1770 0.6931472 Gd 1.945910 Typ 0 None
## 1771 0.6931472 TA 1.945910 Typ 0 None
## 1772 0.6931472 Gd 1.945910 Typ 0 None
## 1773 0.6931472 TA 1.945910 Typ 2 Gd
## 1774 1.0986123 TA 2.197225 Typ 0 None
## 1775 0.6931472 TA 1.945910 Typ 0 None
## 1776 0.6931472 TA 1.791759 Typ 0 None
## 1777 0.6931472 Fa 1.609438 Typ 0 None
## 1778 0.6931472 Gd 1.791759 Typ 0 None
## 1779 0.6931472 TA 2.079442 Typ 0 None
## 1780 0.6931472 TA 1.945910 Typ 1 Gd
## 1781 0.6931472 TA 1.945910 Typ 0 None
## 1782 0.6931472 TA 1.609438 Typ 0 None
## 1783 0.6931472 Gd 2.079442 Typ 0 None
## 1784 0.6931472 TA 1.945910 Typ 0 None
## 1785 0.6931472 Ex 1.945910 Typ 0 None
## 1786 0.6931472 Gd 2.197225 Min2 1 TA
## 1787 0.6931472 Gd 1.791759 Typ 0 None
## 1788 0.6931472 Gd 1.609438 Typ 0 None
## 1789 0.6931472 Gd 1.609438 Typ 0 None
## 1790 0.6931472 TA 1.609438 Typ 0 None
## 1791 1.0986123 TA 2.564949 Typ 0 None
## 1792 0.6931472 TA 1.945910 Typ 0 None
## 1793 0.6931472 TA 1.945910 Min1 1 Po
## 1794 0.6931472 Gd 1.945910 Typ 0 None
## 1795 0.6931472 TA 1.791759 Typ 0 None
## 1796 0.6931472 TA 1.791759 Typ 1 Gd
## 1797 0.6931472 TA 1.791759 Typ 0 None
## 1798 0.6931472 TA 1.945910 Typ 0 None
## 1799 0.6931472 TA 1.609438 Typ 0 None
## 1800 0.6931472 TA 1.945910 Typ 0 None
## 1801 0.6931472 TA 1.945910 Typ 0 None
## 1802 0.6931472 TA 1.945910 Typ 0 None
## 1803 0.6931472 TA 2.197225 Typ 0 None
## 1804 0.6931472 Gd 1.609438 Typ 0 None
## 1805 0.6931472 TA 1.945910 Typ 1 Fa
## 1806 0.6931472 Gd 1.945910 Typ 0 None
## 1807 1.0986123 TA 2.564949 Typ 0 None
## 1808 0.6931472 Gd 1.945910 Typ 0 None
## 1809 0.6931472 TA 2.079442 Typ 0 None
## 1810 0.6931472 TA 2.079442 Typ 1 Gd
## 1811 1.0986123 Fa 2.197225 Typ 0 None
## 1812 0.6931472 TA 1.945910 Typ 0 None
## 1813 0.6931472 TA 1.945910 Typ 0 None
## 1814 0.6931472 TA 1.791759 Typ 0 None
## 1815 0.6931472 TA 1.609438 Typ 0 None
## 1816 0.6931472 TA 1.791759 Typ 0 None
## 1817 0.6931472 Gd 2.079442 Typ 0 None
## 1818 0.6931472 Ex 2.197225 Typ 0 None
## 1819 0.6931472 Ex 1.791759 Typ 1 Gd
## 1820 0.6931472 TA 1.791759 Typ 1 Gd
## 1821 0.6931472 TA 1.945910 Typ 0 None
## 1822 0.6931472 Gd 2.197225 Typ 0 None
## 1823 0.6931472 TA 1.791759 Typ 0 None
## 1824 0.6931472 Gd 1.945910 Typ 1 Gd
## 1825 0.6931472 TA 2.079442 Typ 1 Gd
## 1826 0.6931472 TA 1.945910 Typ 0 None
## 1827 0.6931472 TA 1.791759 Typ 0 None
## 1828 0.6931472 TA 1.945910 Typ 1 Gd
## 1829 0.6931472 TA 1.791759 Typ 0 None
## 1830 0.6931472 TA 2.197225 Typ 0 None
## 1831 0.6931472 TA 2.197225 Min2 0 None
## 1832 1.0986123 TA 2.484907 Sev 0 None
## 1833 0.6931472 TA 2.197225 Typ 0 None
## 1834 0.6931472 Gd 2.079442 Typ 0 None
## 1835 0.6931472 TA 2.302585 Typ 0 None
## 1836 0.6931472 TA 1.609438 Typ 0 None
## 1837 0.6931472 Gd 1.791759 Min2 0 None
## 1838 0.6931472 TA 2.079442 Typ 0 None
## 1839 0.6931472 Fa 1.609438 Typ 0 None
## 1840 0.6931472 TA 1.791759 Typ 0 None
## 1841 1.0986123 TA 1.945910 Typ 0 None
## 1842 0.6931472 TA 1.945910 Typ 0 None
## 1843 0.6931472 TA 1.945910 Typ 1 Po
## 1844 0.6931472 TA 1.791759 Typ 1 Fa
## 1845 0.6931472 TA 2.197225 Typ 1 TA
## 1846 0.6931472 TA 1.945910 Typ 1 TA
## 1847 0.6931472 TA 2.302585 Typ 1 TA
## 1848 0.6931472 Fa 1.791759 Min2 0 None
## 1849 0.6931472 TA 1.945910 Mod 0 None
## 1850 0.6931472 TA 1.791759 Typ 0 None
## 1851 0.6931472 Gd 1.945910 Typ 1 Gd
## 1852 0.6931472 TA 1.791759 Typ 1 Gd
## 1853 0.6931472 Gd 1.791759 Typ 0 None
## 1854 0.6931472 Gd 1.609438 Typ 0 None
## 1855 0.6931472 Gd 1.791759 Min2 1 Po
## 1856 0.6931472 Gd 2.197225 Typ 1 TA
## 1857 0.6931472 TA 2.079442 Mod 1 TA
## 1858 1.0986123 TA 2.197225 Typ 0 None
## 1859 1.0986123 TA 2.197225 Typ 0 None
## 1860 1.0986123 Gd 1.945910 Typ 2 TA
## 1861 1.0986123 TA 2.197225 Typ 0 None
## 1862 1.0986123 TA 2.197225 Typ 2 TA
## 1863 1.0986123 TA 2.197225 Typ 2 TA
## 1864 1.0986123 TA 2.197225 Typ 2 TA
## 1865 0.6931472 Ex 2.197225 Typ 1 Gd
## 1866 0.6931472 Ex 2.197225 Typ 1 Gd
## 1867 0.6931472 Gd 1.945910 Typ 1 Gd
## 1868 0.6931472 Gd 2.079442 Typ 2 Gd
## 1869 0.6931472 Gd 1.945910 Typ 1 Gd
## 1870 0.6931472 Gd 1.791759 Typ 0 None
## 1871 0.6931472 Gd 2.079442 Typ 1 Gd
## 1872 0.6931472 Gd 2.079442 Typ 1 Gd
## 1873 0.6931472 Gd 2.079442 Typ 1 TA
## 1874 0.6931472 TA 1.791759 Typ 0 None
## 1875 0.6931472 TA 1.791759 Typ 0 None
## 1876 0.6931472 TA 2.079442 Typ 1 TA
## 1877 0.6931472 Gd 1.945910 Typ 0 None
## 1878 0.6931472 Gd 1.945910 Typ 1 TA
## 1879 0.6931472 TA 1.791759 Typ 0 None
## 1880 0.6931472 TA 1.791759 Typ 0 None
## 1881 0.6931472 Gd 1.945910 Typ 0 None
## 1882 0.6931472 Gd 2.197225 Typ 1 Gd
## 1883 0.6931472 Gd 1.945910 Typ 0 None
## 1884 0.6931472 Gd 1.945910 Typ 0 None
## 1885 0.6931472 Gd 1.791759 Typ 1 TA
## 1886 0.6931472 Gd 2.079442 Typ 1 Gd
## 1887 0.6931472 Gd 2.079442 Typ 1 TA
## 1888 0.6931472 Gd 2.079442 Typ 1 Gd
## 1889 0.6931472 Gd 1.945910 Typ 1 Gd
## 1890 0.6931472 TA 2.079442 Min1 0 None
## 1891 0.6931472 TA 1.791759 Typ 0 None
## 1892 0.6931472 TA 1.791759 Typ 0 None
## 1893 0.6931472 TA 1.945910 Min1 0 None
## 1894 1.0986123 TA 2.397895 Typ 0 None
## 1895 0.6931472 TA 2.079442 Min1 1 TA
## 1896 0.6931472 TA 1.945910 Typ 2 Gd
## 1897 0.6931472 TA 2.079442 Typ 2 Gd
## 1898 0.6931472 TA 1.945910 Typ 1 Gd
## 1899 0.6931472 Gd 1.945910 Typ 1 Gd
## 1900 0.6931472 TA 1.945910 Typ 1 Gd
## 1901 0.6931472 TA 1.945910 Min2 2 TA
## 1902 0.6931472 TA 1.791759 Typ 0 None
## 1903 1.0986123 TA 2.639057 Typ 2 Gd
## 1904 0.6931472 TA 1.945910 Typ 1 Gd
## 1905 0.6931472 TA 1.945910 Typ 1 Gd
## 1906 0.6931472 Fa 2.079442 Maj2 1 TA
## 1907 0.6931472 TA 1.945910 Typ 2 Gd
## 1908 0.6931472 TA 1.791759 Typ 1 TA
## 1909 0.6931472 Gd 1.791759 Typ 1 TA
## 1910 0.6931472 TA 1.791759 Typ 1 TA
## 1911 0.6931472 TA 1.945910 Typ 1 TA
## 1912 0.6931472 Ex 2.079442 Min1 2 Gd
## 1913 0.6931472 Gd 2.484907 Typ 0 None
## 1914 0.6931472 TA 1.609438 Typ 0 None
## 1915 0.6931472 Ex 1.791759 Typ 1 Gd
## 1917 0.6931472 Gd 2.079442 Typ 1 TA
## 1918 0.6931472 TA 1.791759 Typ 1 TA
## 1919 0.6931472 TA 1.791759 Typ 2 Fa
## 1920 0.6931472 TA 1.791759 Typ 0 None
## 1921 0.6931472 Ex 2.302585 Typ 1 Ex
## 1922 0.6931472 Ex 2.079442 Typ 0 None
## 1923 0.6931472 Gd 2.079442 Typ 1 TA
## 1924 0.6931472 Gd 2.079442 Min1 1 Fa
## 1925 0.6931472 Gd 2.302585 Typ 0 None
## 1926 0.6931472 Ex 2.079442 Typ 1 Gd
## 1927 0.6931472 Gd 1.945910 Typ 0 None
## 1928 0.6931472 TA 2.079442 Typ 1 Po
## 1929 0.6931472 TA 1.609438 Typ 0 None
## 1930 0.6931472 TA 1.791759 Typ 0 None
## 1931 0.6931472 TA 1.791759 Typ 1 Fa
## 1932 0.6931472 TA 1.945910 Typ 0 None
## 1933 0.6931472 TA 2.079442 Typ 1 TA
## 1934 0.6931472 TA 2.079442 Typ 1 TA
## 1935 0.6931472 TA 2.079442 Typ 1 TA
## 1936 0.6931472 TA 2.079442 Typ 0 None
## 1937 0.6931472 TA 2.079442 Typ 1 TA
## 1938 0.6931472 Gd 2.079442 Typ 0 None
## 1939 0.6931472 Gd 1.945910 Min1 1 TA
## 1940 0.6931472 Gd 1.791759 Typ 0 None
## 1941 0.6931472 TA 2.079442 Typ 1 TA
## 1942 0.6931472 Gd 2.079442 Typ 0 None
## 1943 0.6931472 Gd 1.791759 Typ 1 TA
## 1944 0.6931472 Ex 2.302585 Typ 1 Gd
## 1945 0.6931472 Ex 2.079442 Typ 1 Gd
## 1947 0.6931472 Ex 1.945910 Typ 1 Gd
## 1948 0.6931472 TA 1.945910 Typ 1 TA
## 1949 0.6931472 Ex 1.945910 Typ 1 Ex
## 1950 0.6931472 TA 1.945910 Typ 0 None
## 1951 0.6931472 Gd 2.079442 Typ 2 Fa
## 1952 0.6931472 Gd 1.945910 Typ 1 TA
## 1953 0.6931472 Gd 1.945910 Typ 1 Po
## 1954 0.6931472 TA 2.079442 Min1 1 TA
## 1955 0.6931472 TA 2.079442 Typ 0 None
## 1956 0.6931472 Gd 2.197225 Min2 2 Gd
## 1957 0.6931472 TA 1.791759 Typ 1 Gd
## 1958 0.6931472 Gd 2.302585 Typ 1 Gd
## 1959 1.0986123 TA 2.197225 Typ 0 None
## 1960 0.6931472 TA 1.609438 Typ 0 None
## 1961 0.6931472 TA 1.791759 Typ 0 None
## 1962 0.6931472 TA 1.791759 Typ 0 None
## 1963 0.6931472 TA 1.791759 Typ 0 None
## 1964 0.6931472 TA 1.945910 Typ 0 None
## 1965 0.6931472 TA 2.079442 Typ 0 None
## 1966 0.6931472 TA 1.609438 Typ 0 None
## 1967 0.6931472 Gd 2.079442 Typ 0 None
## 1968 0.6931472 Ex 2.302585 Typ 1 Ex
## 1969 0.6931472 Ex 2.079442 Typ 1 Gd
## 1970 0.6931472 Ex 2.302585 Typ 1 Gd
## 1971 0.6931472 Ex 2.397895 Typ 1 Ex
## 1972 0.6931472 Ex 2.302585 Typ 1 Gd
## 1973 0.6931472 Gd 2.397895 Typ 1 Gd
## 1974 0.6931472 Ex 2.302585 Typ 1 Gd
## 1975 0.6931472 Ex 2.079442 Typ 2 Gd
## 1976 0.6931472 Gd 2.079442 Typ 1 TA
## 1977 0.6931472 Gd 2.397895 Typ 1 TA
## 1978 0.6931472 Gd 2.302585 Typ 1 Gd
## 1979 0.6931472 Ex 2.079442 Typ 1 Gd
## 1980 0.6931472 Gd 1.945910 Typ 1 Gd
## 1981 0.6931472 Ex 1.945910 Typ 1 Gd
## 1982 0.6931472 Gd 1.945910 Typ 1 Gd
## 1983 0.6931472 Gd 1.945910 Typ 1 Gd
## 1984 0.6931472 Gd 1.945910 Typ 0 None
## 1985 0.6931472 Gd 1.945910 Typ 1 TA
## 1986 0.6931472 Gd 2.079442 Typ 1 TA
## 1987 0.6931472 Gd 1.791759 Typ 1 Gd
## 1988 0.6931472 Gd 2.197225 Typ 1 Gd
## 1989 0.6931472 Gd 2.079442 Typ 1 Gd
## 1990 0.6931472 Gd 2.302585 Typ 1 Gd
## 1991 0.6931472 Gd 1.945910 Typ 1 Gd
## 1992 0.6931472 TA 2.197225 Typ 1 TA
## 1993 0.6931472 Gd 1.945910 Typ 1 Gd
## 1994 0.6931472 TA 2.197225 Typ 1 TA
## 1995 0.6931472 TA 2.079442 Typ 1 TA
## 1996 0.6931472 Gd 2.302585 Typ 1 TA
## 1997 0.6931472 Ex 2.197225 Typ 1 TA
## 1998 0.6931472 Gd 1.791759 Typ 1 TA
## 1999 0.6931472 Gd 2.564949 Typ 2 TA
## 2000 0.6931472 Gd 2.302585 Typ 1 TA
## 2001 0.6931472 Gd 2.302585 Typ 1 Gd
## 2002 0.6931472 Gd 2.079442 Typ 1 Gd
## 2003 0.6931472 Gd 2.079442 Typ 1 Gd
## 2004 0.6931472 Gd 2.197225 Typ 1 Gd
## 2005 0.6931472 Gd 1.945910 Typ 1 Gd
## 2006 0.6931472 Gd 1.945910 Typ 0 None
## 2007 0.6931472 Gd 2.079442 Typ 1 Gd
## 2008 0.6931472 Gd 1.945910 Typ 0 None
## 2009 0.6931472 Gd 2.079442 Typ 0 None
## 2010 0.6931472 Gd 2.197225 Typ 0 None
## 2011 0.6931472 Gd 1.945910 Typ 0 None
## 2012 0.6931472 Gd 1.945910 Typ 0 None
## 2013 0.6931472 Gd 1.945910 Typ 0 None
## 2014 0.6931472 Gd 2.079442 Typ 0 None
## 2015 0.6931472 Gd 1.945910 Typ 0 None
## 2016 0.6931472 Gd 2.079442 Typ 0 None
## 2017 0.6931472 Gd 2.079442 Typ 0 None
## 2018 0.6931472 TA 1.791759 Typ 1 TA
## 2019 0.6931472 Gd 1.791759 Typ 1 TA
## 2020 0.6931472 TA 1.791759 Typ 0 None
## 2021 0.6931472 TA 1.791759 Typ 0 None
## 2022 0.6931472 TA 1.945910 Typ 2 TA
## 2023 0.6931472 TA 1.791759 Typ 1 Gd
## 2024 0.6931472 Gd 2.302585 Typ 2 Gd
## 2025 0.6931472 Gd 2.397895 Typ 1 Ex
## 2026 0.6931472 Gd 1.791759 Typ 0 None
## 2027 0.6931472 Gd 1.791759 Typ 0 None
## 2028 0.6931472 Gd 1.791759 Typ 0 None
## 2029 0.6931472 TA 1.945910 Typ 0 None
## 2030 0.6931472 Ex 1.791759 Typ 1 TA
## 2031 0.6931472 Gd 1.791759 Typ 1 TA
## 2032 0.6931472 Ex 1.791759 Typ 1 TA
## 2033 0.6931472 Ex 1.791759 Typ 1 TA
## 2034 0.6931472 Gd 1.791759 Typ 0 None
## 2035 0.6931472 TA 2.079442 Typ 1 TA
## 2036 0.6931472 Gd 2.079442 Typ 0 None
## 2037 0.6931472 Gd 2.079442 Typ 0 None
## 2038 0.6931472 Ex 2.079442 Typ 1 TA
## 2039 0.6931472 Gd 1.609438 Typ 1 Fa
## 2040 0.6931472 Gd 2.302585 Typ 1 Gd
## 2041 0.6931472 Ex 1.945910 Typ 1 Gd
## 2042 0.6931472 TA 2.079442 Typ 1 TA
## 2043 0.6931472 TA 2.079442 Typ 0 None
## 2044 0.6931472 TA 2.197225 Typ 1 TA
## 2045 0.6931472 Gd 2.197225 Typ 1 Gd
## 2046 1.0986123 TA 2.197225 Typ 0 None
## 2047 0.6931472 TA 2.079442 Typ 0 None
## 2048 0.6931472 TA 1.791759 Typ 0 None
## 2049 1.0986123 TA 2.397895 Typ 0 None
## 2050 0.6931472 TA 2.079442 Typ 0 None
## 2051 0.6931472 TA 1.945910 Typ 0 None
## 2052 0.6931472 TA 1.791759 Typ 0 None
## 2053 0.6931472 Gd 1.945910 Typ 0 None
## 2054 0.6931472 TA 1.791759 Typ 0 None
## 2055 0.6931472 Gd 1.945910 Typ 0 None
## 2056 0.6931472 Gd 2.079442 Typ 1 Gd
## 2057 0.6931472 TA 1.791759 Typ 0 None
## 2058 0.6931472 Gd 2.302585 Typ 1 Gd
## 2059 0.6931472 TA 1.945910 Typ 2 Gd
## 2060 0.6931472 Gd 2.079442 Typ 0 None
## 2061 0.6931472 TA 1.791759 Typ 1 TA
## 2062 0.6931472 TA 1.791759 Typ 0 None
## 2063 0.6931472 Gd 1.609438 Typ 0 None
## 2064 0.6931472 TA 1.945910 Typ 0 None
## 2065 0.6931472 TA 1.791759 Typ 0 None
## 2066 0.6931472 TA 1.945910 Typ 2 Gd
## 2067 0.6931472 TA 2.079442 Maj2 1 TA
## 2068 1.0986123 TA 2.302585 Typ 0 None
## 2069 0.6931472 TA 1.386294 Typ 0 None
## 2070 0.6931472 TA 1.791759 Typ 0 None
## 2071 0.6931472 TA 1.609438 Typ 0 None
## 2072 0.6931472 TA 2.079442 Typ 1 Gd
## 2073 0.6931472 TA 1.791759 Typ 1 Fa
## 2074 0.6931472 TA 1.945910 Typ 1 Gd
## 2075 0.6931472 TA 1.791759 Typ 0 None
## 2076 0.6931472 TA 1.791759 Typ 1 TA
## 2077 0.6931472 Gd 1.945910 Typ 0 None
## 2078 0.6931472 TA 1.945910 Typ 0 None
## 2079 0.6931472 TA 1.791759 Typ 0 None
## 2080 0.6931472 TA 1.609438 Typ 0 None
## 2081 0.6931472 TA 1.945910 Typ 0 None
## 2082 1.0986123 TA 2.397895 Typ 0 None
## 2083 0.6931472 TA 1.945910 Typ 0 None
## 2084 0.6931472 TA 1.609438 Typ 0 None
## 2085 0.6931472 TA 1.945910 Typ 0 None
## 2086 0.6931472 TA 2.079442 Typ 0 None
## 2087 0.6931472 TA 1.945910 Typ 0 None
## 2088 0.6931472 TA 1.945910 Typ 0 None
## 2089 0.6931472 TA 1.609438 Typ 0 None
## 2090 0.6931472 Gd 2.079442 Typ 0 None
## 2091 1.0986123 TA 2.302585 Typ 0 None
## 2092 0.6931472 TA 2.197225 Mod 0 None
## 2093 0.6931472 Ex 1.945910 Typ 1 Gd
## 2094 0.6931472 Gd 1.791759 Typ 1 TA
## 2095 1.0986123 TA 2.197225 Typ 2 Gd
## 2096 0.6931472 TA 1.791759 Typ 0 None
## 2097 0.6931472 Gd 1.791759 Typ 0 None
## 2098 0.6931472 TA 1.791759 Typ 1 Po
## 2099 0.6931472 TA 1.386294 Typ 0 None
## 2100 0.6931472 TA 1.945910 Maj2 0 None
## 2101 1.0986123 TA 2.397895 Typ 0 None
## 2102 0.6931472 TA 2.079442 Typ 0 None
## 2103 0.6931472 TA 1.791759 Typ 0 None
## 2104 1.0986123 TA 2.397895 Typ 0 None
## 2105 0.6931472 Gd 2.079442 Typ 0 None
## 2106 0.6931472 TA 1.791759 Maj1 0 None
## 2107 0.6931472 TA 2.397895 Typ 1 Gd
## 2108 0.6931472 Fa 1.791759 Typ 0 None
## 2109 0.6931472 TA 1.791759 Typ 0 None
## 2110 0.6931472 TA 1.791759 Typ 1 Po
## 2111 0.6931472 Gd 2.197225 Typ 0 None
## 2112 0.6931472 TA 1.945910 Typ 1 Gd
## 2113 0.6931472 Gd 1.945910 Typ 0 None
## 2114 0.6931472 TA 1.945910 Typ 0 None
## 2115 0.6931472 Gd 1.945910 Typ 1 Gd
## 2116 0.6931472 TA 1.791759 Typ 1 Fa
## 2117 0.6931472 TA 1.791759 Typ 0 None
## 2118 1.0986123 TA 2.079442 Typ 1 Gd
## 2119 0.6931472 TA 1.945910 Typ 0 None
## 2120 0.6931472 TA 1.945910 Typ 1 Gd
## 2122 0.6931472 TA 1.945910 Typ 0 None
## 2123 0.6931472 TA 1.945910 Min2 0 None
## 2124 0.6931472 TA 2.079442 Min2 1 Gd
## 2125 0.6931472 TA 2.079442 Typ 0 None
## 2126 0.6931472 Gd 2.197225 Typ 0 None
## 2127 0.6931472 TA 2.197225 Typ 0 None
## 2128 0.6931472 TA 2.079442 Typ 0 None
## 2129 0.6931472 TA 1.609438 Typ 0 None
## 2130 0.6931472 TA 2.079442 Typ 0 None
## 2131 0.6931472 TA 2.302585 Min1 1 Gd
## 2132 0.6931472 TA 1.945910 Typ 0 None
## 2133 0.6931472 TA 1.791759 Typ 0 None
## 2134 0.6931472 TA 1.945910 Typ 1 Gd
## 2135 0.6931472 TA 1.791759 Typ 0 None
## 2136 1.0986123 TA 2.197225 Typ 0 None
## 2137 0.6931472 TA 1.945910 Typ 0 None
## 2138 0.6931472 Gd 1.945910 Typ 0 None
## 2139 0.6931472 TA 1.945910 Typ 1 Fa
## 2140 0.6931472 Gd 1.945910 Typ 0 None
## 2141 0.6931472 TA 1.945910 Typ 1 Po
## 2142 0.6931472 TA 1.945910 Typ 0 None
## 2143 0.6931472 TA 1.791759 Typ 0 None
## 2144 0.6931472 TA 1.945910 Typ 0 None
## 2145 0.6931472 Gd 1.945910 Typ 0 None
## 2146 0.6931472 TA 1.609438 Typ 1 TA
## 2147 0.6931472 TA 2.079442 Mod 2 TA
## 2148 0.6931472 Gd 1.945910 Min1 0 None
## 2149 0.6931472 Gd 1.791759 Typ 0 None
## 2150 0.6931472 TA 2.079442 Typ 2 Gd
## 2151 0.6931472 TA 1.791759 Typ 1 Gd
## 2153 0.6931472 Gd 1.945910 Typ 1 TA
## 2154 0.6931472 TA 1.609438 Typ 0 None
## 2155 0.6931472 TA 2.079442 Typ 0 None
## 2156 0.6931472 Gd 2.302585 Typ 1 TA
## 2157 0.6931472 Gd 2.079442 Typ 1 TA
## 2158 0.6931472 Gd 2.302585 Typ 1 TA
## 2159 0.6931472 Gd 2.197225 Typ 1 TA
## 2160 0.6931472 Gd 1.945910 Typ 1 Gd
## 2161 0.6931472 Gd 2.079442 Typ 1 Gd
## 2162 0.6931472 Ex 2.079442 Typ 2 Gd
## 2163 0.6931472 Ex 2.197225 Typ 2 Gd
## 2164 0.6931472 Gd 1.945910 Typ 1 Fa
## 2165 0.6931472 TA 1.945910 Typ 1 Gd
## 2166 0.6931472 TA 1.791759 Typ 0 None
## 2167 0.6931472 Gd 1.791759 Typ 1 TA
## 2168 0.6931472 Gd 1.945910 Typ 0 None
## 2169 0.6931472 Gd 1.945910 Typ 0 None
## 2170 0.6931472 Gd 1.945910 Typ 0 None
## 2171 0.6931472 TA 1.791759 Typ 0 None
## 2172 0.6931472 TA 1.791759 Typ 1 Fa
## 2173 0.6931472 TA 1.791759 Min2 0 None
## 2174 0.6931472 Gd 2.197225 Typ 1 TA
## 2175 0.6931472 Gd 2.079442 Typ 1 TA
## 2176 0.6931472 Gd 1.945910 Typ 1 Gd
## 2177 0.6931472 Gd 2.302585 Typ 1 Gd
## 2178 0.6931472 Gd 2.079442 Typ 1 TA
## 2179 0.6931472 Gd 1.386294 Typ 0 None
## 2180 1.0986123 TA 2.197225 Typ 0 None
## 2181 0.6931472 Gd 1.945910 Typ 0 None
## 2182 0.6931472 Gd 1.945910 Typ 0 None
## 2183 0.6931472 Gd 1.945910 Typ 0 None
## 2184 0.6931472 TA 1.945910 Typ 0 None
## 2185 0.6931472 TA 1.945910 Typ 0 None
## 2186 0.6931472 TA 1.945910 Typ 1 Po
## 2187 0.6931472 TA 1.945910 Typ 1 Fa
## 2188 0.6931472 TA 1.945910 Typ 1 TA
## 2190 1.0986123 TA 1.945910 Typ 0 None
## 2191 1.0986123 TA 1.945910 Typ 0 None
## 2192 0.6931472 TA 1.609438 Typ 0 None
## 2193 0.6931472 Ex 1.791759 Typ 0 None
## 2194 0.6931472 TA 2.197225 Min1 0 None
## 2195 0.6931472 TA 1.791759 Typ 0 None
## 2196 0.6931472 TA 1.945910 Typ 0 None
## 2197 0.6931472 Gd 1.945910 Typ 0 None
## 2198 0.6931472 TA 2.079442 Typ 1 Gd
## 2199 1.0986123 TA 2.397895 Typ 2 Gd
## 2200 0.6931472 TA 1.945910 Typ 1 Gd
## 2201 0.6931472 TA 1.945910 Typ 0 None
## 2202 0.6931472 Gd 2.079442 Typ 1 Gd
## 2203 0.6931472 TA 2.079442 Typ 1 Gd
## 2204 0.6931472 Gd 2.079442 Min2 1 Gd
## 2205 0.6931472 TA 1.945910 Typ 0 None
## 2206 0.6931472 TA 1.791759 Typ 1 TA
## 2207 0.6931472 TA 2.302585 Typ 2 Gd
## 2208 0.6931472 Gd 2.197225 Typ 2 TA
## 2209 0.6931472 TA 2.079442 Typ 2 TA
## 2210 0.6931472 TA 1.791759 Typ 1 TA
## 2211 0.6931472 TA 1.791759 Typ 0 None
## 2212 0.6931472 TA 1.791759 Typ 0 None
## 2213 0.6931472 TA 2.079442 Typ 0 None
## 2214 0.6931472 TA 2.079442 Mod 1 Po
## 2215 0.6931472 TA 1.791759 Typ 0 None
## 2216 0.6931472 TA 2.079442 Typ 0 None
## 2218 0.6931472 TA 1.945910 Typ 0 None
## 2219 0.6931472 TA 1.791759 Typ 0 None
## 2220 0.6931472 Fa 1.791759 Min2 0 None
## 2221 0.6931472 Ex 1.791759 Typ 1 Gd
## 2222 0.6931472 Ex 1.791759 Typ 1 Gd
## 2223 0.6931472 Gd 2.079442 Typ 0 None
## 2224 0.6931472 Gd 2.197225 Typ 1 TA
## 2225 1.0986123 TA 2.197225 Typ 0 None
## 2226 0.6931472 TA 1.945910 Typ 1 TA
## 2227 0.6931472 Gd 1.945910 Typ 1 TA
## 2228 0.6931472 Gd 2.197225 Typ 0 None
## 2229 0.6931472 Gd 1.945910 Typ 1 Gd
## 2230 0.6931472 TA 1.945910 Typ 0 None
## 2231 0.6931472 Gd 1.945910 Typ 0 None
## 2232 0.6931472 TA 2.197225 Typ 1 TA
## 2233 0.6931472 Gd 1.945910 Typ 1 Fa
## 2234 0.6931472 Gd 2.079442 Typ 1 TA
## 2235 0.6931472 Gd 1.945910 Typ 0 None
## 2236 0.6931472 Gd 2.079442 Typ 1 Gd
## 2237 0.6931472 Gd 2.079442 Typ 1 Gd
## 2238 1.0986123 TA 2.197225 Typ 0 None
## 2239 0.6931472 TA 1.791759 Typ 0 None
## 2240 0.6931472 TA 1.609438 Typ 0 None
## 2241 0.6931472 TA 1.945910 Typ 0 None
## 2242 0.6931472 TA 1.945910 Typ 0 None
## 2243 0.6931472 TA 1.945910 Typ 1 TA
## 2244 0.6931472 TA 1.791759 Typ 0 None
## 2245 0.6931472 TA 1.609438 Typ 1 Po
## 2246 0.6931472 Gd 1.945910 Typ 0 None
## 2247 0.6931472 TA 1.945910 Typ 0 None
## 2248 0.6931472 TA 1.609438 Typ 0 None
## 2249 0.6931472 Gd 1.945910 Typ 0 None
## 2250 0.6931472 TA 1.945910 Typ 0 None
## 2252 0.6931472 TA 2.079442 Typ 1 Gd
## 2253 0.6931472 TA 2.079442 Typ 1 TA
## 2254 0.6931472 TA 2.079442 Typ 1 TA
## 2255 0.6931472 TA 2.079442 Typ 1 TA
## 2256 0.6931472 Gd 1.945910 Typ 0 None
## 2257 0.6931472 TA 2.079442 Typ 1 TA
## 2258 0.6931472 Gd 1.945910 Typ 0 None
## 2259 0.6931472 TA 2.079442 Typ 1 TA
## 2260 0.6931472 TA 1.945910 Typ 1 TA
## 2261 0.6931472 TA 1.791759 Typ 0 None
## 2262 0.6931472 Gd 1.609438 Typ 1 TA
## 2263 0.6931472 Ex 2.397895 Typ 1 Gd
## 2264 0.6931472 Gd 2.197225 Typ 2 Gd
## 2265 0.6931472 TA 2.079442 Mod 0 None
## 2266 0.6931472 Ex 1.945910 Typ 1 Gd
## 2267 0.6931472 Gd 2.079442 Typ 1 Gd
## 2268 0.6931472 Ex 2.197225 Typ 1 Gd
## 2269 0.6931472 TA 1.791759 Typ 0 None
## 2270 0.6931472 Gd 1.945910 Typ 1 TA
## 2271 0.6931472 Gd 2.079442 Typ 1 TA
## 2272 0.6931472 Gd 2.302585 Typ 1 TA
## 2273 0.6931472 Gd 1.945910 Typ 0 None
## 2274 0.6931472 TA 1.791759 Typ 1 TA
## 2275 0.6931472 TA 1.945910 Typ 1 TA
## 2276 0.6931472 Gd 1.791759 Typ 1 Fa
## 2277 0.6931472 TA 2.197225 Typ 1 TA
## 2278 0.6931472 TA 2.079442 Min2 0 None
## 2279 0.6931472 Ex 1.791759 Typ 0 None
## 2280 0.6931472 TA 1.609438 Typ 0 None
## 2281 0.6931472 Gd 1.791759 Typ 1 TA
## 2282 0.6931472 Gd 1.791759 Typ 1 TA
## 2283 0.6931472 TA 1.945910 Typ 0 None
## 2284 0.6931472 Ex 2.079442 Typ 0 None
## 2285 0.6931472 TA 1.609438 Typ 0 None
## 2286 0.6931472 TA 1.791759 Typ 0 None
## 2287 0.6931472 Ex 2.079442 Typ 1 Gd
## 2288 0.6931472 Gd 2.079442 Typ 1 Gd
## 2289 0.6931472 Gd 2.079442 Typ 1 Ex
## 2290 0.6931472 Ex 2.197225 Typ 1 Gd
## 2291 0.6931472 Ex 2.484907 Typ 1 Gd
## 2292 0.6931472 Ex 2.079442 Typ 2 Gd
## 2293 0.6931472 Ex 2.197225 Typ 2 Ex
## 2294 0.6931472 Ex 2.302585 Typ 1 Ex
## 2295 0.6931472 Ex 2.079442 Typ 1 Gd
## 2296 0.6931472 Gd 2.079442 Typ 1 Gd
## 2297 0.6931472 Ex 2.197225 Typ 2 Gd
## 2298 0.6931472 Ex 2.079442 Typ 1 Gd
## 2299 0.6931472 Ex 2.484907 Typ 1 Ex
## 2300 0.6931472 Gd 2.079442 Typ 1 Gd
## 2301 0.6931472 Ex 2.197225 Typ 1 Gd
## 2302 0.6931472 Gd 2.079442 Typ 0 None
## 2303 0.6931472 Gd 2.079442 Typ 0 None
## 2304 0.6931472 Gd 2.079442 Typ 0 None
## 2305 0.6931472 Gd 1.791759 Typ 1 Gd
## 2306 0.6931472 Gd 1.791759 Typ 1 Gd
## 2307 0.6931472 Gd 1.945910 Typ 1 Gd
## 2308 0.6931472 Gd 1.945910 Typ 1 Gd
## 2309 0.6931472 Ex 1.945910 Typ 1 Gd
## 2310 0.6931472 Gd 1.945910 Typ 1 Gd
## 2311 0.6931472 Gd 1.945910 Typ 1 Gd
## 2312 0.6931472 Gd 2.079442 Typ 0 None
## 2313 0.6931472 Gd 1.945910 Typ 1 Gd
## 2314 0.6931472 Gd 1.945910 Typ 0 None
## 2315 0.6931472 Gd 2.079442 Typ 1 Gd
## 2316 0.6931472 Gd 1.945910 Typ 1 Gd
## 2317 0.6931472 Gd 1.945910 Typ 0 None
## 2318 0.6931472 Gd 1.945910 Typ 0 None
## 2319 0.6931472 Gd 2.079442 Typ 0 None
## 2320 0.6931472 Gd 1.945910 Typ 0 None
## 2321 0.6931472 Gd 2.079442 Typ 1 TA
## 2322 0.6931472 Gd 1.945910 Typ 1 Gd
## 2323 0.6931472 Gd 1.791759 Typ 0 None
## 2324 0.6931472 Gd 2.197225 Typ 1 Gd
## 2325 0.6931472 Gd 1.945910 Typ 1 Gd
## 2326 0.6931472 Gd 2.079442 Typ 1 TA
## 2327 0.6931472 Gd 2.197225 Typ 1 Gd
## 2328 0.6931472 Gd 2.197225 Typ 1 Gd
## 2329 0.6931472 TA 2.079442 Typ 1 TA
## 2330 0.6931472 TA 2.079442 Typ 1 TA
## 2331 0.6931472 Gd 2.197225 Typ 2 TA
## 2332 0.6931472 Gd 2.302585 Typ 1 TA
## 2333 0.6931472 Gd 2.302585 Typ 1 TA
## 2334 0.6931472 Gd 2.197225 Typ 1 TA
## 2335 0.6931472 Gd 2.302585 Typ 1 TA
## 2336 0.6931472 Gd 2.197225 Typ 1 TA
## 2337 0.6931472 Gd 1.791759 Typ 0 None
## 2338 0.6931472 Gd 1.945910 Typ 1 Gd
## 2339 0.6931472 Gd 2.079442 Typ 1 Gd
## 2340 0.6931472 Ex 1.945910 Typ 1 Gd
## 2341 0.6931472 Gd 1.945910 Typ 1 TA
## 2342 0.6931472 Gd 2.079442 Typ 0 None
## 2343 0.6931472 Gd 2.079442 Typ 1 Gd
## 2344 0.6931472 Gd 2.079442 Typ 0 None
## 2345 0.6931472 Gd 2.079442 Typ 0 None
## 2346 0.6931472 Gd 1.945910 Typ 0 None
## 2347 0.6931472 Gd 1.945910 Typ 0 None
## 2348 0.6931472 Gd 2.197225 Typ 0 None
## 2349 0.6931472 Gd 2.197225 Typ 0 None
## 2350 0.6931472 Ex 2.197225 Typ 1 Gd
## 2351 0.6931472 Ex 1.945910 Typ 1 Gd
## 2352 0.6931472 Gd 1.791759 Typ 1 Gd
## 2353 0.6931472 Gd 2.302585 Min2 1 Gd
## 2354 0.6931472 TA 1.945910 Typ 0 None
## 2355 0.6931472 Gd 1.791759 Typ 0 None
## 2356 0.6931472 Gd 1.945910 Typ 0 None
## 2357 0.6931472 Gd 2.079442 Typ 0 None
## 2358 0.6931472 Gd 2.079442 Typ 0 None
## 2359 0.6931472 TA 1.791759 Typ 2 TA
## 2360 0.6931472 TA 1.791759 Typ 0 None
## 2361 0.6931472 TA 1.791759 Typ 0 None
## 2362 0.6931472 Gd 2.079442 Typ 1 TA
## 2363 0.6931472 TA 1.791759 Typ 0 None
## 2364 0.6931472 Gd 1.791759 Typ 1 TA
## 2365 0.6931472 Gd 1.945910 Typ 1 Gd
## 2366 0.6931472 Gd 1.791759 Typ 0 None
## 2367 0.6931472 Gd 1.791759 Typ 0 None
## 2368 0.6931472 Gd 1.791759 Typ 1 Gd
## 2369 0.6931472 Gd 1.791759 Typ 0 None
## 2370 0.6931472 TA 1.945910 Typ 1 TA
## 2371 0.6931472 Gd 1.609438 Typ 0 None
## 2372 0.6931472 Gd 1.791759 Typ 0 None
## 2373 0.6931472 Gd 2.197225 Typ 2 Gd
## 2374 0.6931472 Gd 2.197225 Typ 2 TA
## 2375 0.6931472 Gd 1.791759 Typ 1 Gd
## 2376 0.6931472 Gd 2.197225 Typ 1 TA
## 2377 0.6931472 Gd 2.079442 Typ 2 Gd
## 2378 0.6931472 TA 2.079442 Typ 0 None
## 2379 0.6931472 TA 2.197225 Typ 1 Po
## 2380 0.6931472 TA 1.945910 Typ 0 None
## 2381 0.6931472 TA 1.945910 Typ 0 None
## 2382 0.6931472 Gd 2.197225 Typ 1 TA
## 2383 0.6931472 Gd 1.945910 Typ 1 TA
## 2384 0.6931472 Gd 2.197225 Typ 1 Gd
## 2385 0.6931472 TA 1.945910 Typ 1 Fa
## 2386 0.6931472 TA 1.945910 Typ 0 None
## 2387 0.6931472 Gd 1.791759 Typ 0 None
## 2388 1.0986123 TA 2.197225 Typ 0 None
## 2389 0.6931472 Gd 1.945910 Min1 1 Gd
## 2390 0.6931472 TA 1.945910 Typ 1 TA
## 2391 0.6931472 TA 1.791759 Typ 1 Fa
## 2392 0.6931472 TA 1.791759 Typ 0 None
## 2393 0.6931472 TA 1.945910 Typ 1 TA
## 2394 0.6931472 TA 1.791759 Typ 0 None
## 2395 0.6931472 TA 2.197225 Typ 1 Gd
## 2396 0.6931472 TA 2.079442 Typ 1 TA
## 2397 0.6931472 Gd 1.945910 Typ 1 Gd
## 2398 0.6931472 TA 1.609438 Typ 0 None
## 2399 0.6931472 Gd 1.609438 Typ 0 None
## 2400 0.6931472 Fa 1.609438 Typ 0 None
## 2401 0.6931472 TA 1.791759 Typ 0 None
## 2402 0.6931472 TA 1.945910 Typ 0 None
## 2403 1.0986123 TA 2.197225 Typ 0 None
## 2404 0.6931472 TA 1.945910 Typ 1 TA
## 2405 0.6931472 TA 1.945910 Typ 1 Gd
## 2406 0.6931472 Gd 1.609438 Typ 0 None
## 2407 0.6931472 Fa 1.945910 Typ 0 None
## 2408 0.6931472 Gd 1.945910 Typ 0 None
## 2409 0.6931472 TA 1.945910 Typ 1 Gd
## 2410 0.6931472 TA 2.197225 Typ 3 TA
## 2411 0.6931472 TA 1.791759 Typ 0 None
## 2412 0.6931472 TA 2.079442 Typ 1 TA
## 2413 0.6931472 TA 1.791759 Typ 0 None
## 2414 0.6931472 Ex 1.945910 Typ 0 None
## 2415 1.0986123 TA 2.197225 Typ 0 None
## 2416 0.6931472 TA 1.791759 Typ 0 None
## 2417 0.6931472 TA 1.945910 Typ 0 None
## 2418 0.6931472 Gd 1.791759 Typ 0 None
## 2419 0.6931472 Fa 2.079442 Typ 0 None
## 2420 0.6931472 TA 1.791759 Typ 2 TA
## 2421 0.6931472 TA 1.945910 Min1 1 Fa
## 2422 0.6931472 TA 1.945910 Typ 0 None
## 2423 0.6931472 TA 2.079442 Typ 0 None
## 2424 0.6931472 TA 2.079442 Typ 1 Gd
## 2425 0.6931472 Gd 2.302585 Min1 0 None
## 2426 0.6931472 TA 1.945910 Mod 0 None
## 2427 0.6931472 Gd 1.945910 Typ 0 None
## 2428 0.6931472 TA 1.945910 Typ 2 TA
## 2429 0.6931472 TA 1.791759 Typ 0 None
## 2430 0.6931472 TA 1.791759 Typ 0 None
## 2431 0.6931472 TA 1.945910 Min2 1 TA
## 2432 0.6931472 Gd 1.945910 Typ 0 None
## 2433 0.6931472 TA 1.945910 Typ 1 TA
## 2434 0.6931472 TA 1.945910 Typ 0 None
## 2435 0.6931472 TA 1.945910 Typ 2 TA
## 2436 0.6931472 TA 2.079442 Typ 0 None
## 2437 0.6931472 TA 1.791759 Typ 0 None
## 2438 0.6931472 TA 1.945910 Typ 1 Po
## 2439 0.6931472 TA 1.791759 Typ 0 None
## 2440 0.6931472 TA 1.945910 Typ 0 None
## 2441 0.6931472 Fa 1.609438 Typ 1 Gd
## 2442 0.6931472 TA 1.791759 Typ 1 Gd
## 2443 0.6931472 TA 1.791759 Typ 2 Gd
## 2444 0.6931472 Gd 1.945910 Typ 1 Gd
## 2445 0.6931472 TA 1.945910 Typ 0 None
## 2446 0.6931472 TA 2.079442 Typ 0 None
## 2447 0.6931472 Gd 2.079442 Typ 0 None
## 2448 0.6931472 TA 2.302585 Typ 1 Gd
## 2449 0.6931472 TA 1.945910 Typ 0 None
## 2450 0.6931472 TA 1.945910 Typ 0 None
## 2451 0.6931472 Gd 1.945910 Typ 1 Gd
## 2452 0.6931472 TA 2.197225 Typ 1 Gd
## 2453 0.6931472 TA 1.791759 Typ 0 None
## 2454 0.6931472 TA 1.945910 Mod 1 TA
## 2455 0.6931472 TA 1.945910 Mod 1 Gd
## 2456 0.6931472 TA 1.945910 Typ 0 None
## 2457 0.6931472 TA 1.945910 Typ 0 None
## 2458 0.6931472 TA 1.945910 Typ 2 TA
## 2459 0.6931472 TA 1.791759 Typ 0 None
## 2460 0.6931472 TA 1.945910 Typ 1 Gd
## 2461 0.6931472 TA 2.079442 Typ 0 None
## 2462 0.6931472 TA 1.945910 Typ 1 Gd
## 2463 0.6931472 Gd 1.945910 Typ 0 None
## 2464 0.6931472 TA 2.197225 Typ 0 None
## 2465 0.6931472 Gd 2.079442 Typ 0 None
## 2466 0.6931472 TA 2.079442 Typ 0 None
## 2467 0.6931472 Gd 1.945910 Typ 1 Gd
## 2468 0.6931472 TA 2.079442 Typ 0 None
## 2469 0.6931472 TA 1.945910 Typ 0 None
## 2470 0.6931472 TA 2.302585 Typ 1 Gd
## 2471 0.6931472 Gd 2.197225 Typ 2 TA
## 2472 0.6931472 TA 2.079442 Typ 1 Gd
## 2473 0.6931472 TA 1.791759 Typ 0 None
## 2475 0.6931472 TA 2.079442 Typ 2 Gd
## 2476 0.6931472 TA 1.609438 Typ 0 None
## 2477 0.6931472 TA 1.945910 Typ 0 None
## 2478 0.6931472 TA 1.945910 Min2 1 TA
## 2479 0.6931472 TA 1.791759 Typ 0 None
## 2480 0.6931472 TA 1.791759 Typ 1 Po
## 2481 0.6931472 TA 1.945910 Typ 0 None
## 2482 0.6931472 TA 1.945910 Typ 0 None
## 2483 0.6931472 TA 1.791759 Typ 0 None
## 2484 0.6931472 TA 1.791759 Typ 0 None
## 2485 0.6931472 Gd 1.945910 Typ 0 None
## 2486 0.6931472 TA 1.945910 Typ 1 Gd
## 2487 0.6931472 TA 2.484907 Mod 1 Gd
## 2488 0.6931472 Gd 1.945910 Typ 2 Gd
## 2489 0.6931472 Gd 1.945910 Typ 1 TA
## 2491 0.6931472 TA 1.791759 Min2 0 None
## 2492 0.6931472 TA 2.079442 Typ 1 TA
## 2493 0.6931472 Gd 1.945910 Typ 1 TA
## 2494 0.6931472 TA 1.945910 Mod 1 TA
## 2495 0.6931472 TA 1.609438 Mod 0 None
## 2496 0.6931472 Gd 1.945910 Min2 2 Gd
## 2497 0.6931472 Gd 1.945910 Typ 0 None
## 2498 0.6931472 TA 1.945910 Typ 0 None
## 2499 0.6931472 Gd 1.791759 Min2 0 None
## 2500 0.6931472 TA 1.791759 Typ 0 None
## 2501 0.6931472 TA 2.079442 Typ 0 None
## 2502 0.6931472 TA 2.079442 Typ 1 Gd
## 2503 0.6931472 TA 2.079442 Typ 0 None
## 2504 0.6931472 Gd 2.079442 Min2 1 Po
## 2505 0.6931472 Gd 2.079442 Typ 1 TA
## 2506 0.6931472 Gd 2.079442 Typ 1 Gd
## 2507 0.6931472 Gd 2.197225 Typ 0 None
## 2508 0.6931472 Gd 2.079442 Typ 1 Gd
## 2509 0.6931472 Gd 2.079442 Typ 0 None
## 2510 0.6931472 Gd 2.079442 Typ 1 Gd
## 2511 0.6931472 Gd 1.945910 Typ 0 None
## 2512 0.6931472 Gd 2.079442 Typ 0 None
## 2513 0.6931472 Gd 2.079442 Typ 1 TA
## 2514 0.6931472 Gd 1.791759 Typ 2 Fa
## 2515 0.6931472 TA 1.945910 Typ 0 None
## 2516 0.6931472 Gd 1.945910 Typ 0 None
## 2517 0.6931472 TA 1.791759 Typ 0 None
## 2518 0.6931472 TA 1.945910 Typ 0 None
## 2519 0.6931472 Gd 2.079442 Typ 1 TA
## 2520 0.6931472 TA 2.079442 Typ 1 Fa
## 2521 0.6931472 Gd 2.079442 Typ 0 None
## 2522 0.6931472 Gd 2.079442 Typ 1 TA
## 2523 0.6931472 TA 1.791759 Typ 0 None
## 2524 0.6931472 TA 1.945910 Typ 1 Fa
## 2525 0.6931472 TA 1.945910 Typ 1 Fa
## 2526 0.6931472 TA 1.791759 Typ 0 None
## 2527 0.6931472 TA 1.791759 Typ 0 None
## 2528 0.6931472 TA 1.791759 Typ 0 None
## 2529 0.6931472 Ex 1.791759 Typ 0 None
## 2530 0.6931472 Gd 1.791759 Typ 0 None
## 2531 0.6931472 Gd 2.079442 Typ 1 TA
## 2532 0.6931472 Gd 2.079442 Typ 1 Gd
## 2533 0.6931472 Gd 2.079442 Typ 0 None
## 2534 0.6931472 Gd 2.079442 Typ 1 TA
## 2535 0.6931472 Gd 2.079442 Typ 1 TA
## 2536 0.6931472 Gd 2.079442 Min2 2 TA
## 2537 0.6931472 Gd 1.791759 Typ 1 TA
## 2538 0.6931472 Gd 2.079442 Typ 0 None
## 2539 0.6931472 Gd 1.791759 Typ 0 None
## 2540 0.6931472 Gd 1.945910 Typ 1 Gd
## 2541 0.6931472 Gd 2.079442 Typ 1 Gd
## 2542 0.6931472 Gd 1.945910 Typ 0 None
## 2543 0.6931472 TA 1.609438 Typ 1 Fa
## 2544 0.6931472 TA 1.609438 Typ 0 None
## 2545 0.6931472 TA 2.079442 Typ 1 Gd
## 2546 0.6931472 TA 1.791759 Min2 0 None
## 2547 0.6931472 TA 2.079442 Typ 1 Fa
## 2548 1.0986123 TA 2.484907 Typ 0 None
## 2549 0.6931472 TA 1.945910 Typ 0 None
## 2550 0.6931472 Ex 2.772589 Typ 2 Gd
## 2551 0.6931472 Gd 1.791759 Typ 0 None
## 2552 0.6931472 Fa 1.609438 Typ 0 None
## 2553 1.0986123 Fa 1.945910 Typ 0 None
## 2554 1.0986123 TA 2.197225 Typ 0 None
## 2555 0.6931472 TA 1.609438 Typ 1 Gd
## 2556 0.6931472 TA 1.609438 Typ 1 Fa
## 2557 0.6931472 TA 1.791759 Typ 0 None
## 2558 1.0986123 TA 2.564949 Min2 0 None
## 2559 0.6931472 TA 1.945910 Typ 0 None
## 2560 0.6931472 TA 2.197225 Typ 1 Gd
## 2561 0.6931472 TA 1.791759 Typ 1 Gd
## 2562 0.6931472 TA 2.079442 Typ 1 Gd
## 2563 0.6931472 TA 1.945910 Typ 1 Gd
## 2564 0.6931472 Gd 2.197225 Typ 1 TA
## 2565 0.6931472 TA 2.079442 Min1 1 Gd
## 2566 0.6931472 Gd 2.079442 Typ 1 TA
## 2567 0.6931472 TA 1.791759 Typ 0 None
## 2568 0.6931472 TA 1.945910 Typ 3 TA
## 2569 0.6931472 TA 2.079442 Typ 2 Gd
## 2570 0.6931472 TA 1.791759 Typ 1 TA
## 2571 0.6931472 Gd 2.079442 Typ 0 None
## 2572 0.6931472 TA 1.609438 Typ 0 None
## 2573 0.6931472 TA 2.079442 Typ 2 TA
## 2574 0.6931472 Gd 1.945910 Typ 1 Gd
## 2575 0.6931472 Gd 1.945910 Typ 0 None
## 2576 0.6931472 TA 1.945910 Typ 0 None
## 2578 0.6931472 TA 1.791759 Typ 0 None
## 2579 0.6931472 TA 1.609438 Maj2 0 None
## 2580 1.0986123 TA 2.302585 Typ 0 None
## 2581 0.6931472 TA 1.945910 Typ 0 None
## 2582 0.6931472 Gd 1.791759 Typ 0 None
## 2583 0.6931472 Gd 1.791759 Typ 1 Gd
## 2584 0.6931472 Gd 1.791759 Typ 1 Po
## 2585 0.6931472 Gd 1.945910 Typ 1 Gd
## 2586 0.6931472 Gd 1.609438 Typ 1 Gd
## 2587 0.6931472 TA 1.945910 Typ 1 TA
## 2588 0.0000000 TA 1.609438 Typ 0 None
## 2589 0.6931472 TA 1.791759 Typ 1 Po
## 2590 0.6931472 Gd 1.791759 Typ 2 TA
## 2591 0.6931472 Gd 2.079442 Typ 1 Gd
## 2592 0.6931472 Gd 2.079442 Typ 0 None
## 2593 0.6931472 Ex 1.945910 Typ 1 Gd
## 2594 0.6931472 Gd 1.945910 Typ 0 None
## 2595 0.6931472 Gd 1.791759 Typ 0 None
## 2596 0.6931472 Gd 1.945910 Typ 1 Ex
## 2597 0.6931472 TA 2.079442 Typ 1 TA
## 2598 0.6931472 Gd 2.397895 Typ 1 Gd
## 2599 0.6931472 Ex 2.197225 Typ 1 Gd
## 2600 0.6931472 TA 2.302585 Min1 0 None
## 2601 0.6931472 TA 1.386294 Typ 0 None
## 2602 0.6931472 TA 1.791759 Typ 0 None
## 2603 0.6931472 TA 1.609438 Typ 0 None
## 2604 0.6931472 TA 1.791759 Typ 0 None
## 2605 0.6931472 TA 1.945910 Typ 0 None
## 2606 0.6931472 Gd 1.609438 Typ 1 Fa
## 2607 0.6931472 TA 1.945910 Typ 1 TA
## 2608 0.6931472 Gd 1.945910 Mod 2 TA
## 2609 0.6931472 TA 1.945910 Typ 1 Gd
## 2610 0.6931472 TA 1.791759 Typ 0 None
## 2611 0.6931472 TA 1.945910 Typ 0 None
## 2612 0.6931472 TA 1.945910 Typ 0 None
## 2613 0.6931472 TA 1.609438 Typ 0 None
## 2614 0.6931472 TA 1.791759 Typ 0 None
## 2615 0.6931472 TA 1.791759 Typ 0 None
## 2616 0.6931472 Gd 1.791759 Typ 2 TA
## 2617 0.6931472 TA 2.079442 Typ 1 TA
## 2618 0.6931472 Ex 1.609438 Min1 2 Gd
## 2619 0.6931472 TA 2.197225 Typ 1 TA
## 2620 0.6931472 TA 1.945910 Typ 1 TA
## 2621 0.6931472 TA 2.079442 Typ 1 TA
## 2622 0.6931472 TA 2.079442 Typ 1 TA
## 2623 0.6931472 Gd 2.079442 Typ 1 Gd
## 2624 0.6931472 Gd 2.302585 Typ 1 Gd
## 2625 0.6931472 Gd 2.302585 Typ 0 None
## 2626 0.6931472 TA 1.945910 Typ 1 TA
## 2627 0.6931472 TA 1.791759 Typ 0 None
## 2628 0.6931472 Ex 2.484907 Typ 1 Gd
## 2629 0.6931472 Ex 2.397895 Typ 1 Ex
## 2630 0.6931472 Gd 2.484907 Typ 1 Gd
## 2631 0.6931472 Ex 2.484907 Typ 1 Gd
## 2632 0.6931472 Ex 2.397895 Typ 1 Gd
## 2633 0.6931472 Gd 2.079442 Typ 1 Gd
## 2634 0.6931472 Ex 2.197225 Typ 2 Gd
## 2635 0.6931472 TA 1.791759 Typ 1 TA
## 2636 0.6931472 TA 2.197225 Typ 1 TA
## 2637 0.6931472 TA 1.791759 Typ 1 Fa
## 2638 0.6931472 Gd 2.197225 Typ 1 Ex
## 2639 0.6931472 Gd 2.197225 Typ 1 TA
## 2640 0.6931472 TA 1.945910 Typ 0 None
## 2641 0.6931472 TA 1.791759 Typ 0 None
## 2642 0.6931472 Gd 1.609438 Typ 0 None
## 2643 0.6931472 TA 1.945910 Typ 0 None
## 2644 0.6931472 Gd 2.079442 Min1 1 Fa
## 2645 0.6931472 TA 1.945910 Typ 0 None
## 2646 0.6931472 TA 1.791759 Typ 0 None
## 2647 0.6931472 TA 1.945910 Typ 0 None
## 2648 0.6931472 TA 1.609438 Typ 1 Po
## 2649 0.6931472 TA 1.945910 Typ 1 TA
## 2650 0.6931472 TA 1.609438 Typ 0 None
## 2651 0.6931472 TA 1.945910 Typ 1 TA
## 2652 0.6931472 Ex 2.484907 Typ 1 Gd
## 2653 0.6931472 Gd 1.945910 Typ 1 Gd
## 2654 0.6931472 Gd 2.197225 Typ 0 None
## 2655 0.6931472 Ex 2.079442 Typ 1 Gd
## 2656 0.6931472 Ex 2.397895 Typ 1 Gd
## 2657 0.6931472 Ex 2.197225 Typ 1 Gd
## 2658 0.6931472 Ex 2.197225 Typ 1 Gd
## 2659 0.6931472 Gd 2.397895 Typ 1 Gd
## 2660 0.6931472 Ex 2.397895 Typ 1 Gd
## 2661 0.6931472 Gd 1.945910 Typ 1 Gd
## 2662 0.6931472 Ex 2.079442 Typ 1 Gd
## 2663 0.6931472 Gd 2.302585 Typ 1 TA
## 2664 0.6931472 Ex 1.945910 Typ 1 Gd
## 2665 0.6931472 Ex 1.945910 Typ 1 Gd
## 2666 0.6931472 Gd 1.945910 Typ 1 Gd
## 2667 0.6931472 Gd 2.197225 Typ 1 Gd
## 2668 0.6931472 Gd 2.197225 Typ 0 None
## 2669 0.6931472 Gd 1.945910 Typ 0 None
## 2670 0.6931472 Gd 2.302585 Typ 1 Gd
## 2671 0.6931472 Gd 2.197225 Typ 0 None
## 2672 0.6931472 Gd 1.945910 Typ 1 Gd
## 2673 0.6931472 Gd 1.791759 Typ 1 TA
## 2674 0.6931472 Gd 2.079442 Typ 1 TA
## 2675 0.6931472 Gd 1.945910 Typ 0 None
## 2676 0.6931472 Gd 2.079442 Typ 1 Gd
## 2677 0.6931472 TA 2.302585 Typ 1 TA
## 2678 0.6931472 Gd 2.197225 Typ 0 None
## 2679 0.6931472 Gd 2.079442 Typ 1 Ex
## 2680 0.6931472 Gd 2.079442 Typ 1 TA
## 2681 0.6931472 Ex 2.302585 Typ 1 TA
## 2682 0.6931472 Gd 2.302585 Typ 1 Ex
## 2683 0.6931472 Ex 2.484907 Typ 1 TA
## 2684 0.6931472 Gd 2.302585 Typ 1 TA
## 2685 0.6931472 Gd 2.197225 Typ 1 TA
## 2686 0.6931472 Gd 2.197225 Typ 1 Gd
## 2687 0.6931472 Gd 1.945910 Typ 1 Gd
## 2688 0.6931472 Gd 2.079442 Typ 0 None
## 2689 0.6931472 Gd 1.791759 Typ 0 None
## 2690 0.6931472 Ex 2.484907 Typ 1 Gd
## GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1461 Attchd 1961 Unf 1 730 TA
## 1462 Attchd 1958 Unf 1 312 TA
## 1463 Attchd 1997 Fin 2 482 TA
## 1464 Attchd 1998 Fin 2 470 TA
## 1465 Attchd 1992 RFn 2 506 TA
## 1466 Attchd 1993 Fin 2 440 TA
## 1467 Attchd 1992 Fin 2 420 TA
## 1468 Attchd 1998 Fin 2 393 TA
## 1469 Attchd 1990 Unf 2 506 TA
## 1470 Attchd 1970 Fin 2 525 TA
## 1471 Attchd 1999 Fin 2 511 TA
## 1472 Detchd 1971 Unf 1 264 TA
## 1473 Detchd 1997 Unf 1 320 TA
## 1474 Attchd 1975 Unf 2 440 TA
## 1475 Attchd 1975 Unf 1 308 TA
## 1476 Attchd 2009 Fin 3 751 TA
## 1477 Attchd 2009 RFn 3 868 TA
## 1478 Attchd 2005 Fin 3 730 TA
## 1479 Attchd 2005 RFn 3 678 TA
## 1480 Attchd 2003 Fin 3 958 TA
## 1481 Attchd 2002 Fin 3 756 TA
## 1482 Attchd 2006 RFn 2 484 TA
## 1483 Attchd 2005 Fin 2 430 TA
## 1484 Attchd 2006 Fin 2 437 TA
## 1485 BuiltIn 2004 Fin 2 400 TA
## 1486 BuiltIn 2004 Fin 2 433 TA
## 1487 Attchd 1998 Fin 3 962 TA
## 1488 Attchd 2005 RFn 3 880 TA
## 1489 Attchd 2009 RFn 2 676 TA
## 1490 Attchd 2005 Fin 2 528 TA
## 1491 Attchd 2004 RFn 2 484 TA
## 1492 Detchd 1920 Unf 1 429 TA
## 1493 Attchd 1974 Fin 2 461 TA
## 1494 Attchd 1993 RFn 3 762 TA
## 1495 Attchd 1992 RFn 3 713 TA
## 1496 Attchd 2004 Fin 2 506 TA
## 1497 Attchd 2004 RFn 2 588 TA
## 1498 Detchd 2004 RFn 2 480 TA
## 1499 Detchd 2004 RFn 2 480 TA
## 1500 Detchd 2005 RFn 2 480 TA
## 1501 Detchd 2000 Unf 2 440 TA
## 1502 Attchd 2003 RFn 2 496 TA
## 1503 Attchd 2010 RFn 3 852 TA
## 1504 Attchd 2000 RFn 2 592 TA
## 1505 Attchd 2002 RFn 2 596 TA
## 1506 Attchd 1967 RFn 2 535 TA
## 1507 Attchd 1993 Unf 2 660 TA
## 1508 Attchd 1978 RFn 2 678 TA
## 1509 Attchd 1971 RFn 2 441 TA
## 1510 Attchd 1966 RFn 2 490 TA
## 1511 Attchd 1966 RFn 2 504 TA
## 1512 Attchd 1967 RFn 2 517 TA
## 1513 Attchd 1964 Unf 2 480 TA
## 1514 None 0 None 0 0 None
## 1515 Detchd 1994 Unf 2 400 TA
## 1516 Attchd 1949 Unf 2 470 TA
## 1517 Attchd 1966 Unf 1 315 TA
## 1518 Attchd 1958 Unf 2 576 TA
## 1519 Attchd 2003 RFn 2 620 TA
## 1520 Attchd 1959 RFn 1 308 TA
## 1521 Attchd 1959 RFn 1 312 TA
## 1522 Attchd 1956 Unf 2 440 TA
## 1523 Attchd 1956 Unf 1 263 TA
## 1524 Detchd 1952 Unf 1 318 TA
## 1525 Attchd 1955 Unf 1 305 TA
## 1526 Attchd 1958 Unf 1 264 TA
## 1527 Detchd 1989 Unf 2 676 TA
## 1528 Detchd 1950 Unf 1 280 TA
## 1529 Detchd 1960 RFn 2 484 TA
## 1530 Attchd 1963 RFn 2 440 TA
## 1531 Basment 1900 Unf 1 240 TA
## 1532 None 0 None 0 0 None
## 1533 Detchd 1957 Unf 2 551 TA
## 1534 Detchd 1938 Unf 1 240 Fa
## 1535 Detchd 1948 Unf 1 240 TA
## 1536 Detchd 1962 Unf 1 315 TA
## 1537 Detchd 1928 Unf 2 780 Fa
## 1538 Detchd 1930 Unf 1 288 TA
## 1539 Detchd 2003 Unf 2 624 TA
## 1540 None 0 None 0 0 None
## 1541 Detchd 1970 Unf 2 624 TA
## 1542 Detchd 1950 Unf 1 363 TA
## 1543 Detchd 1928 Unf 1 315 TA
## 1544 Detchd 1926 Unf 1 200 Fa
## 1545 Detchd 1939 Unf 1 240 TA
## 1546 Detchd 1973 Unf 2 576 TA
## 1547 Detchd 1942 Unf 1 240 TA
## 1548 Detchd 1948 Unf 1 312 TA
## 1549 Detchd 1979 Fin 2 624 TA
## 1550 Detchd 1930 Unf 2 480 TA
## 1551 Detchd 1923 Unf 1 288 TA
## 1552 Detchd 1915 Unf 2 572 TA
## 1553 None 0 None 0 0 None
## 1554 Detchd 1920 Unf 1 180 TA
## 1555 Attchd 1959 Unf 1 365 TA
## 1557 None 0 None 0 0 None
## 1558 Detchd 1940 Unf 1 231 TA
## 1559 None 0 None 0 0 None
## 1560 Detchd 1910 Unf 2 450 TA
## 1561 None 0 None 0 0 None
## 1562 Detchd 1966 Unf 1 416 TA
## 1563 Detchd 1969 Unf 1 280 TA
## 1564 Attchd 1978 Fin 2 591 TA
## 1565 Attchd 1968 Unf 2 480 TA
## 1566 Attchd 1977 RFn 2 690 TA
## 1567 Detchd 1945 Unf 2 440 TA
## 1568 Attchd 1978 Fin 2 522 TA
## 1569 Attchd 1938 RFn 1 480 TA
## 1570 Attchd 1987 Unf 1 467 TA
## 1571 Detchd 1947 Unf 1 209 Fa
## 1572 Attchd 1954 Fin 1 366 TA
## 1573 Attchd 2009 RFn 2 572 TA
## 1574 Detchd 1964 Unf 2 504 TA
## 1575 Attchd 1987 RFn 2 528 Gd
## 1576 2Types 2000 RFn 4 1017 TA
## 1577 Attchd 2009 RFn 2 615 TA
## 1578 Detchd 1957 Unf 2 484 TA
## 1579 Attchd 1998 Unf 2 580 Gd
## 1580 Attchd 1997 RFn 2 513 TA
## 1581 Attchd 1977 Unf 1 308 TA
## 1582 Detchd 1977 Unf 2 484 TA
## 1583 Attchd 2003 RFn 3 850 TA
## 1584 Attchd 1997 Fin 2 621 TA
## 1585 Attchd 2003 Fin 2 420 TA
## 1586 Detchd 1945 Unf 1 240 TA
## 1587 Detchd 1954 Unf 1 319 TA
## 1588 Attchd 1968 RFn 1 336 TA
## 1589 Detchd 1956 Unf 2 480 TA
## 1590 Detchd 1975 Unf 1 352 TA
## 1591 None 0 None 0 0 None
## 1592 Detchd 1979 Unf 1 260 TA
## 1593 Detchd 1939 Unf 2 399 TA
## 1594 None 0 None 0 0 None
## 1595 None 0 None 0 0 None
## 1596 Attchd 1941 Unf 1 312 TA
## 1597 Detchd 1950 Unf 2 484 TA
## 1598 BuiltIn 1994 RFn 2 473 TA
## 1599 Attchd 1989 Fin 2 598 TA
## 1600 Attchd 1989 Unf 2 531 TA
## 1601 Detchd 1951 Unf 1 200 Fa
## 1602 Detchd 1950 Unf 1 625 TA
## 1603 Detchd 1896 RFn 1 330 TA
## 1604 Attchd 2004 Fin 2 525 TA
## 1605 Attchd 1998 Unf 3 741 TA
## 1606 Attchd 1977 Unf 2 473 TA
## 1607 2Types 1976 Unf 2 776 TA
## 1608 Attchd 2008 Fin 3 660 TA
## 1609 Attchd 2010 RFn 2 520 TA
## 1610 BuiltIn 2007 Fin 2 400 TA
## 1611 Attchd 1965 Unf 2 528 TA
## 1612 Attchd 2004 RFn 2 624 TA
## 1613 Attchd 2001 Unf 2 686 TA
## 1614 Attchd 1973 RFn 1 253 TA
## 1615 None 0 None 0 0 None
## 1616 None 0 None 0 0 None
## 1617 Attchd 1972 Unf 1 286 TA
## 1618 Detchd 1971 Unf 1 352 TA
## 1619 Attchd 1984 Unf 2 495 TA
## 1620 Attchd 1985 Unf 2 616 TA
## 1621 Detchd 1993 Unf 2 576 TA
## 1622 Attchd 1969 Fin 1 275 TA
## 1623 Attchd 1994 Unf 2 482 TA
## 1624 Attchd 1993 Fin 2 616 TA
## 1625 Attchd 1956 Unf 1 502 TA
## 1626 Attchd 1974 RFn 2 528 TA
## 1627 Attchd 1997 Fin 2 470 TA
## 1628 BuiltIn 2003 Fin 3 632 TA
## 1629 BuiltIn 1996 Fin 2 390 TA
## 1630 Attchd 2004 Fin 2 564 TA
## 1631 Attchd 1998 Fin 2 495 TA
## 1632 Attchd 1995 RFn 2 528 TA
## 1633 BuiltIn 1998 Fin 2 396 TA
## 1634 Attchd 1998 Fin 2 440 TA
## 1635 Attchd 1994 Fin 2 409 TA
## 1636 Attchd 1993 Unf 2 430 TA
## 1637 Attchd 1977 Unf 2 567 TA
## 1638 Attchd 1978 RFn 2 529 TA
## 1639 Attchd 1978 RFn 2 484 TA
## 1640 BuiltIn 1980 RFn 2 441 TA
## 1641 Attchd 1978 Fin 2 479 TA
## 1642 Attchd 2003 RFn 2 581 TA
## 1643 Attchd 2000 Fin 2 588 TA
## 1644 Attchd 2002 RFn 2 565 TA
## 1645 Attchd 1975 RFn 2 478 TA
## 1646 Attchd 1974 RFn 2 528 TA
## 1647 Attchd 1975 Unf 2 506 TA
## 1648 Attchd 1970 RFn 2 477 TA
## 1649 Attchd 1971 Unf 1 336 TA
## 1650 Detchd 2001 Unf 2 576 TA
## 1651 Detchd 1986 Unf 2 576 TA
## 1652 Detchd 1973 Unf 1 264 TA
## 1653 Detchd 1972 Unf 1 288 TA
## 1654 Detchd 1976 RFn 2 440 TA
## 1655 Attchd 1975 RFn 2 440 TA
## 1656 Attchd 1977 Unf 2 440 TA
## 1657 Detchd 1978 Unf 2 440 TA
## 1658 Attchd 1978 Fin 2 440 TA
## 1659 Attchd 1976 Unf 1 345 TA
## 1660 Attchd 1966 RFn 2 656 TA
## 1661 BuiltIn 2007 Fin 3 754 TA
## 1662 Attchd 2009 RFn 3 864 TA
## 1663 Attchd 2008 RFn 3 896 TA
## 1664 Attchd 2007 Fin 3 762 TA
## 1665 Attchd 2008 RFn 3 834 TA
## 1666 Attchd 2004 Fin 3 932 TA
## 1667 BuiltIn 2007 Fin 3 640 TA
## 1668 Attchd 2008 RFn 3 927 TA
## 1669 Attchd 2006 Fin 3 700 TA
## 1670 Attchd 2008 Fin 3 850 TA
## 1671 Attchd 2003 Fin 2 583 TA
## 1672 Attchd 2003 Fin 3 886 TA
## 1673 BuiltIn 2003 Fin 3 730 TA
## 1674 Attchd 2006 RFn 3 871 TA
## 1675 Attchd 2005 RFn 2 484 TA
## 1676 Attchd 2005 RFn 2 624 TA
## 1677 Attchd 2008 RFn 2 484 TA
## 1678 Attchd 2004 Fin 3 949 TA
## 1679 Attchd 2003 Fin 3 685 TA
## 1680 Attchd 2008 Fin 2 649 TA
## 1681 Attchd 2008 RFn 2 539 TA
## 1682 Attchd 2002 RFn 3 701 TA
## 1683 Attchd 2003 RFn 2 478 TA
## 1684 Attchd 2005 Fin 2 390 TA
## 1685 Attchd 2005 Fin 2 392 TA
## 1686 Attchd 2005 Fin 2 397 TA
## 1687 BuiltIn 2004 Fin 2 400 TA
## 1688 BuiltIn 2004 Fin 2 436 TA
## 1689 Attchd 2004 Fin 2 434 TA
## 1690 Attchd 2003 Fin 2 400 TA
## 1691 Attchd 2003 Fin 2 393 TA
## 1692 BuiltIn 2002 Fin 3 644 TA
## 1693 BuiltIn 2004 Fin 2 400 TA
## 1694 Attchd 2000 Fin 2 394 TA
## 1695 BuiltIn 1999 RFn 2 400 TA
## 1696 BuiltIn 1999 Fin 3 658 TA
## 1697 BuiltIn 1999 Fin 2 410 TA
## 1698 BuiltIn 2000 RFn 3 810 TA
## 1699 Attchd 1994 Fin 3 815 TA
## 1700 Attchd 1995 Fin 2 647 TA
## 1701 Attchd 1993 RFn 2 623 TA
## 1702 Attchd 2008 RFn 3 972 TA
## 1703 Attchd 2008 Fin 3 726 TA
## 1704 Attchd 2007 RFn 3 844 TA
## 1705 Attchd 2006 Fin 2 492 TA
## 1706 Attchd 2005 Fin 3 795 TA
## 1707 Attchd 2008 Fin 2 529 TA
## 1708 Attchd 2008 RFn 2 625 TA
## 1709 Attchd 2008 RFn 3 984 TA
## 1710 Attchd 2006 RFn 2 692 TA
## 1711 Attchd 2006 Fin 3 782 TA
## 1712 Attchd 2009 Fin 2 517 TA
## 1713 Attchd 2006 RFn 3 711 TA
## 1714 Attchd 2003 RFn 2 588 TA
## 1715 Attchd 2003 RFn 2 628 TA
## 1716 Detchd 2007 RFn 2 576 TA
## 1717 Detchd 2006 RFn 2 484 TA
## 1718 None 0 None 0 0 None
## 1719 BuiltIn 2004 RFn 2 478 TA
## 1720 Attchd 2004 RFn 3 845 TA
## 1721 Detchd 2005 Unf 2 576 TA
## 1722 None 0 None 0 0 None
## 1723 Detchd 2004 Unf 2 576 TA
## 1724 Attchd 2008 RFn 3 788 TA
## 1725 Attchd 1997 RFn 2 559 TA
## 1726 Attchd 1992 RFn 2 528 TA
## 1727 Attchd 1990 RFn 2 542 TA
## 1728 Attchd 1994 RFn 2 495 TA
## 1729 Attchd 1986 RFn 2 465 TA
## 1730 Attchd 1981 Unf 2 612 TA
## 1731 Detchd 1969 Unf 2 400 TA
## 1732 Detchd 1982 Unf 2 732 TA
## 1733 Attchd 1961 Unf 1 440 TA
## 1734 Attchd 1965 Unf 1 288 TA
## 1735 Attchd 1963 RFn 1 300 TA
## 1736 Attchd 1962 Unf 1 252 TA
## 1737 Attchd 1980 RFn 3 864 TA
## 1738 Attchd 1991 Unf 2 524 TA
## 1739 BuiltIn 2004 Fin 3 704 TA
## 1740 Attchd 2008 Fin 2 561 TA
## 1741 Attchd 2008 Fin 2 641 TA
## 1742 Detchd 2000 Unf 2 440 TA
## 1743 Detchd 1999 Unf 2 506 TA
## 1744 Attchd 1977 Fin 2 642 TA
## 1745 Attchd 1981 RFn 2 540 TA
## 1746 Attchd 1976 Unf 2 527 TA
## 1747 Attchd 1974 RFn 2 784 TA
## 1748 Attchd 1967 RFn 2 515 TA
## 1749 Attchd 1969 RFn 2 502 TA
## 1750 Attchd 1969 Unf 1 336 TA
## 1751 Attchd 1977 RFn 2 520 TA
## 1752 Attchd 1967 Fin 1 312 TA
## 1753 Attchd 1967 Unf 2 440 TA
## 1754 Attchd 1974 RFn 2 498 TA
## 1755 Attchd 1971 RFn 2 495 TA
## 1756 Detchd 1988 Unf 2 396 TA
## 1757 Detchd 1960 Unf 1 308 TA
## 1758 Attchd 1982 RFn 3 768 TA
## 1759 Detchd 1956 Unf 2 576 TA
## 1760 Attchd 1961 RFn 2 610 TA
## 1761 Detchd 1964 Unf 2 520 TA
## 1762 Attchd 1965 Fin 2 549 TA
## 1763 BuiltIn 1961 Fin 2 368 TA
## 1764 Attchd 1955 RFn 1 330 TA
## 1765 Attchd 1967 Unf 2 550 Gd
## 1766 Attchd 1961 RFn 2 530 TA
## 1767 Attchd 1966 Unf 2 542 TA
## 1768 Attchd 1956 RFn 1 286 TA
## 1769 Attchd 1960 Unf 2 441 TA
## 1770 Attchd 1959 Unf 1 297 TA
## 1771 Attchd 1956 RFn 1 304 TA
## 1772 Attchd 1955 Unf 1 350 TA
## 1773 Attchd 1956 Unf 1 294 TA
## 1774 Detchd 1958 Unf 2 495 TA
## 1775 Attchd 1954 Unf 1 297 TA
## 1776 Basment 1951 Unf 2 480 TA
## 1777 Detchd 1945 Unf 1 240 TA
## 1778 Attchd 1952 Unf 1 230 TA
## 1779 Attchd 1953 Fin 1 616 TA
## 1780 Attchd 1948 Unf 2 410 TA
## 1781 Attchd 1950 Fin 1 246 TA
## 1782 Attchd 1958 Unf 1 366 Fa
## 1783 Detchd 1939 Unf 2 720 TA
## 1784 Detchd 1940 Unf 1 281 TA
## 1785 Detchd 1987 Unf 1 264 TA
## 1786 Detchd 1954 Unf 2 528 TA
## 1787 Detchd 2008 Unf 2 624 TA
## 1788 None 0 None 0 0 None
## 1789 Detchd 1980 Fin 2 576 TA
## 1790 Detchd 1959 Unf 1 320 TA
## 1791 Attchd 1969 RFn 3 907 TA
## 1792 Attchd 1963 Unf 1 364 TA
## 1793 Attchd 1967 RFn 2 480 TA
## 1794 Detchd 1985 Unf 2 480 TA
## 1795 Detchd 1957 Unf 1 308 TA
## 1796 Basment 1958 RFn 1 384 TA
## 1797 Detchd 1989 Unf 2 900 TA
## 1798 Attchd 1958 RFn 1 294 TA
## 1799 Detchd 1952 Unf 1 240 TA
## 1800 Attchd 1959 RFn 1 288 TA
## 1801 Detchd 1949 Unf 1 384 TA
## 1802 Detchd 1994 Unf 2 576 TA
## 1803 Attchd 1964 Unf 2 483 TA
## 1804 Attchd 1978 Unf 2 564 TA
## 1805 Attchd 1963 RFn 1 264 TA
## 1806 Detchd 1920 Unf 1 162 Fa
## 1807 Detchd 1920 Unf 2 324 Fa
## 1808 Detchd 1959 Unf 2 472 Fa
## 1809 None 0 None 0 0 None
## 1810 Detchd 1939 Unf 2 400 TA
## 1811 None 0 None 0 0 None
## 1812 None 0 None 0 0 None
## 1813 Detchd 1950 Unf 1 308 TA
## 1814 Detchd 1920 Unf 2 288 TA
## 1815 Detchd 1965 Unf 1 308 TA
## 1816 Detchd 1963 Unf 1 287 TA
## 1817 Detchd 1974 Unf 2 720 TA
## 1818 Detchd 1930 Unf 1 357 TA
## 1819 Attchd 1917 Unf 1 280 TA
## 1820 None 0 None 0 0 None
## 1821 Detchd 1920 Unf 1 207 Fa
## 1822 Detchd 1950 Unf 3 640 TA
## 1823 None 0 None 0 0 None
## 1824 BuiltIn 1923 Unf 1 216 Fa
## 1825 Detchd 1955 Unf 1 336 TA
## 1826 Attchd 1924 Fin 1 320 TA
## 1827 Detchd 1926 Unf 1 264 TA
## 1828 Detchd 1938 Unf 1 250 Fa
## 1829 Detchd 1982 Unf 5 1184 Fa
## 1830 Detchd 1930 Unf 2 576 Fa
## 1831 Detchd 1915 Unf 1 216 TA
## 1832 None 0 None 0 0 None
## 1833 Attchd 1927 Unf 1 316 TA
## 1834 Attchd 1915 Unf 1 379 TA
## 1835 None 0 None 0 0 None
## 1836 Detchd 1927 Unf 1 384 Fa
## 1837 None 0 None 0 0 None
## 1838 Detchd 1915 Unf 1 308 TA
## 1839 CarPort 1946 Unf 1 220 TA
## 1840 None 0 None 0 0 None
## 1841 Detchd 1960 Unf 1 252 TA
## 1842 Detchd 1934 Unf 1 226 Po
## 1843 Attchd 1984 Fin 1 668 TA
## 1844 Basment 1978 Fin 2 504 TA
## 1845 Attchd 1961 Unf 1 384 TA
## 1846 Attchd 1960 RFn 2 480 TA
## 1847 Attchd 1956 Unf 1 336 TA
## 1848 None 0 None 0 0 None
## 1849 Attchd 1980 Unf 2 498 Fa
## 1850 Attchd 1956 Unf 1 340 TA
## 1851 Detchd 1946 Unf 1 240 TA
## 1852 Detchd 1954 RFn 1 252 TA
## 1853 Attchd 1984 Fin 1 266 TA
## 1854 Attchd 1990 Unf 2 462 TA
## 1855 Attchd 1983 Unf 2 576 TA
## 1856 Attchd 1993 RFn 2 473 TA
## 1857 Attchd 1900 Unf 2 576 TA
## 1858 Detchd 1979 Unf 2 720 TA
## 1859 Attchd 1979 Unf 2 400 TA
## 1860 Detchd 1979 Unf 2 672 TA
## 1861 Attchd 1979 Unf 2 400 TA
## 1862 BuiltIn 2000 Fin 4 820 TA
## 1863 BuiltIn 2000 Fin 4 820 TA
## 1864 BuiltIn 2000 Fin 4 820 TA
## 1865 Attchd 2009 Fin 3 1138 TA
## 1866 Attchd 2008 RFn 3 846 TA
## 1867 Attchd 2008 RFn 3 904 TA
## 1868 Attchd 2007 RFn 2 524 TA
## 1869 Attchd 2007 RFn 2 662 TA
## 1870 Attchd 2008 RFn 3 810 TA
## 1871 Attchd 2005 Fin 3 844 TA
## 1872 Attchd 2005 Fin 2 440 TA
## 1873 Attchd 1992 Unf 2 525 TA
## 1874 Attchd 1995 RFn 1 440 TA
## 1875 Attchd 1998 Fin 2 539 TA
## 1876 Attchd 1998 RFn 2 492 TA
## 1877 Attchd 2002 RFn 2 577 TA
## 1878 Attchd 2001 RFn 2 608 TA
## 1879 Attchd 1978 Unf 1 343 TA
## 1880 Attchd 1979 Unf 2 444 TA
## 1881 Attchd 2002 RFn 3 1231 TA
## 1882 BuiltIn 2003 RFn 2 570 TA
## 1883 Attchd 2002 RFn 2 550 TA
## 1884 Attchd 2001 RFn 2 608 TA
## 1885 Attchd 1999 Fin 2 521 TA
## 1886 Attchd 2002 Fin 2 523 TA
## 1887 Attchd 1997 Unf 2 511 TA
## 1888 Attchd 2007 RFn 3 810 TA
## 1889 BuiltIn 2007 Fin 2 440 TA
## 1890 2Types 1968 Fin 1 544 TA
## 1891 Basment 2005 Fin 2 525 TA
## 1892 Detchd 1959 Unf 1 320 TA
## 1893 Attchd 1950 RFn 1 195 TA
## 1894 None 0 None 0 0 None
## 1895 Attchd 1956 Unf 1 313 TA
## 1896 Detchd 1940 Unf 1 256 TA
## 1897 Basment 1938 Unf 1 250 TA
## 1898 Detchd 1926 Unf 1 180 Fa
## 1899 Detchd 1916 Unf 2 440 TA
## 1900 Detchd 1918 Unf 1 215 Fa
## 1901 Detchd 1961 Unf 2 440 TA
## 1902 Attchd 1960 Unf 1 307 TA
## 1903 Detchd 1940 Unf 2 400 TA
## 1904 Attchd 1954 Unf 1 390 TA
## 1905 Attchd 1960 Fin 2 463 TA
## 1906 Attchd 1949 Unf 1 295 TA
## 1907 Basment 1954 Unf 2 576 TA
## 1908 Detchd 1980 Unf 2 452 TA
## 1909 Attchd 1980 Fin 2 462 TA
## 1910 Attchd 1980 Fin 2 462 TA
## 1911 BuiltIn 1986 Fin 2 501 TA
## 1912 Attchd 1971 Fin 2 551 TA
## 1913 Detchd 1998 Unf 2 576 TA
## 1914 Detchd 1940 Unf 1 200 TA
## 1915 Attchd 2007 Fin 2 482 TA
## 1917 BuiltIn 2000 Fin 3 642 TA
## 1918 Attchd 1977 Unf 1 351 TA
## 1919 Attchd 1977 RFn 2 541 TA
## 1920 Detchd 1991 Unf 2 672 TA
## 1921 Attchd 2008 Fin 3 780 TA
## 1922 Attchd 2008 Fin 3 885 TA
## 1923 BuiltIn 1980 Fin 2 440 TA
## 1924 Attchd 1987 Fin 2 578 TA
## 1925 Attchd 2003 Fin 2 486 TA
## 1926 Attchd 2007 Fin 3 920 TA
## 1927 Attchd 1968 Unf 1 384 TA
## 1928 Attchd 1969 Unf 2 504 TA
## 1929 Detchd 1998 Unf 1 336 TA
## 1930 Attchd 1993 Fin 1 429 TA
## 1931 Detchd 1998 Unf 2 698 TA
## 1932 Detchd 2001 Unf 2 440 TA
## 1933 Attchd 1969 RFn 2 898 TA
## 1934 Attchd 1997 Fin 2 470 TA
## 1935 BuiltIn 1995 Fin 2 420 TA
## 1936 Attchd 1998 Fin 2 472 TA
## 1937 Attchd 1996 Fin 2 386 TA
## 1938 Attchd 1996 Unf 2 404 TA
## 1939 Attchd 1997 Fin 2 528 TA
## 1940 Attchd 1992 RFn 2 506 TA
## 1941 Attchd 1998 Fin 2 460 TA
## 1942 Attchd 1991 Fin 2 416 TA
## 1943 Attchd 1989 RFn 2 462 TA
## 1944 BuiltIn 2005 Fin 3 683 TA
## 1945 Attchd 2004 Fin 3 670 TA
## 1947 Attchd 2007 RFn 2 557 TA
## 1948 Attchd 1950 RFn 2 738 TA
## 1949 Attchd 1988 RFn 2 528 TA
## 1950 Attchd 1983 Unf 2 598 TA
## 1951 Attchd 1978 Fin 2 550 TA
## 1952 Attchd 1979 Fin 2 551 TA
## 1953 Attchd 1976 Fin 2 461 TA
## 1954 Attchd 1980 Unf 2 489 TA
## 1955 Detchd 1969 Unf 2 484 TA
## 1956 Attchd 1978 Fin 4 1314 TA
## 1957 Attchd 1976 Unf 2 473 TA
## 1958 Attchd 1996 RFn 3 787 TA
## 1959 Detchd 1982 Unf 2 480 TA
## 1960 Attchd 1969 Unf 1 288 TA
## 1961 Detchd 1977 Unf 2 576 TA
## 1962 Detchd 1973 Unf 1 264 TA
## 1963 Detchd 1975 Unf 1 352 TA
## 1964 Detchd 1972 Unf 1 264 TA
## 1965 Attchd 1975 RFn 2 460 TA
## 1966 Attchd 1977 Unf 2 440 TA
## 1967 Attchd 2007 Fin 3 905 TA
## 1968 Attchd 2007 Fin 3 650 TA
## 1969 Attchd 2007 Fin 3 706 TA
## 1970 BuiltIn 2006 Fin 3 850 TA
## 1971 BuiltIn 2005 Fin 4 1150 TA
## 1972 BuiltIn 2005 Fin 3 1003 TA
## 1973 BuiltIn 2007 Fin 3 656 TA
## 1974 BuiltIn 2004 Fin 3 756 TA
## 1975 Attchd 2003 Fin 3 789 TA
## 1976 Attchd 2003 Fin 3 732 TA
## 1977 Attchd 2001 Fin 3 746 TA
## 1978 BuiltIn 2003 Fin 3 795 TA
## 1979 Attchd 2008 Fin 3 870 TA
## 1980 Attchd 2005 RFn 2 484 TA
## 1981 Attchd 2008 RFn 3 944 TA
## 1982 Attchd 2007 Fin 2 550 TA
## 1983 Attchd 2007 RFn 2 550 TA
## 1984 BuiltIn 2003 RFn 2 474 TA
## 1985 Attchd 2003 Fin 3 644 TA
## 1986 Attchd 2004 RFn 3 668 TA
## 1987 Attchd 2007 Fin 2 428 TA
## 1988 Attchd 2004 Fin 2 393 TA
## 1989 BuiltIn 2002 Fin 2 400 TA
## 1990 BuiltIn 2003 Fin 2 434 TA
## 1991 Attchd 2008 RFn 2 484 TA
## 1992 Attchd 2000 RFn 2 431 TA
## 1993 Attchd 2002 Fin 2 403 TA
## 1994 BuiltIn 1999 Fin 2 400 TA
## 1995 BuiltIn 1999 Fin 2 450 TA
## 1996 Attchd 1997 Fin 2 516 TA
## 1997 BuiltIn 2000 RFn 3 687 TA
## 1998 Attchd 1998 Fin 3 938 TA
## 1999 Attchd 1996 RFn 2 576 TA
## 2000 Attchd 1995 RFn 3 751 TA
## 2001 Attchd 1993 Fin 3 783 TA
## 2002 Attchd 2006 Unf 3 642 TA
## 2003 BuiltIn 2007 RFn 3 851 TA
## 2004 Attchd 2007 Fin 3 880 TA
## 2005 Attchd 2006 Fin 2 480 TA
## 2006 Attchd 2008 RFn 2 588 TA
## 2007 Attchd 2007 Fin 3 660 TA
## 2008 Attchd 2008 Fin 2 462 TA
## 2009 Attchd 2003 RFn 2 542 TA
## 2010 Attchd 2003 RFn 2 478 TA
## 2011 None 0 None 0 0 None
## 2012 Attchd 2007 Fin 2 483 TA
## 2013 Attchd 1995 RFn 2 525 TA
## 2014 Attchd 1993 RFn 2 474 TA
## 2015 Attchd 1994 RFn 2 483 TA
## 2016 Attchd 2001 RFn 2 627 TA
## 2017 Attchd 1992 Fin 2 506 TA
## 2018 Attchd 1963 RFn 1 384 TA
## 2019 Detchd 1962 Unf 1 420 TA
## 2020 Detchd 1970 Unf 1 308 TA
## 2021 Attchd 1963 Unf 1 276 TA
## 2022 Attchd 1974 Unf 2 484 TA
## 2023 Detchd 1972 Unf 2 490 TA
## 2024 Attchd 1990 RFn 2 473 TA
## 2025 Attchd 1993 Fin 2 636 TA
## 2026 Attchd 2004 RFn 2 495 TA
## 2027 Detchd 2005 RFn 2 480 TA
## 2028 Detchd 2007 Unf 2 540 TA
## 2029 Detchd 1999 Unf 2 440 TA
## 2030 Attchd 2000 Fin 2 495 TA
## 2031 Attchd 2001 RFn 2 545 TA
## 2032 Attchd 2001 Fin 2 588 TA
## 2033 Attchd 1999 RFn 2 484 TA
## 2034 Detchd 1999 Unf 2 462 TA
## 2035 Attchd 2001 Fin 2 546 TA
## 2036 Detchd 1999 Unf 2 480 TA
## 2037 Detchd 2000 Unf 2 480 TA
## 2038 Attchd 1998 Fin 2 846 TA
## 2039 Attchd 1995 Fin 2 477 TA
## 2040 Attchd 1977 RFn 3 864 TA
## 2041 Attchd 1976 RFn 2 550 TA
## 2042 Attchd 2002 RFn 2 469 TA
## 2043 Attchd 1969 RFn 2 516 TA
## 2044 Attchd 1968 RFn 2 512 TA
## 2045 Attchd 1967 Unf 2 578 TA
## 2046 Detchd 1965 Unf 2 484 TA
## 2047 Attchd 1968 Unf 2 470 TA
## 2048 Detchd 1978 Unf 2 576 TA
## 2049 Detchd 1987 Unf 2 576 TA
## 2050 Attchd 1971 Fin 2 464 TA
## 2051 Attchd 1956 RFn 1 267 TA
## 2052 Attchd 1961 RFn 2 451 TA
## 2053 Attchd 1960 RFn 1 264 TA
## 2054 Basment 1937 Unf 1 231 Fa
## 2055 Attchd 1960 RFn 2 450 TA
## 2056 Attchd 1950 RFn 1 264 TA
## 2057 Attchd 1953 RFn 1 312 TA
## 2058 Attchd 1966 RFn 2 480 TA
## 2059 Attchd 1957 RFn 1 292 TA
## 2060 Attchd 1959 RFn 1 480 TA
## 2061 Attchd 1958 RFn 2 441 TA
## 2062 Attchd 1956 RFn 1 384 TA
## 2063 Attchd 1952 Unf 1 240 TA
## 2064 Detchd 1971 Unf 2 636 TA
## 2065 Detchd 1953 Unf 2 400 TA
## 2066 Attchd 1957 Fin 2 540 TA
## 2067 Attchd 1957 Fin 1 301 TA
## 2068 Detchd 1958 Unf 2 484 TA
## 2069 Detchd 1948 Unf 1 390 Fa
## 2070 Detchd 1932 Unf 1 288 Fa
## 2071 Detchd 1997 Unf 1 308 TA
## 2072 Detchd 1968 Unf 4 1488 Fa
## 2073 Attchd 1990 Fin 2 372 TA
## 2074 Attchd 1958 RFn 2 495 TA
## 2075 CarPort 1960 Unf 1 401 TA
## 2076 Detchd 1972 Unf 2 576 TA
## 2077 Attchd 1959 RFn 1 311 TA
## 2078 Attchd 1962 Unf 1 299 TA
## 2079 Detchd 1994 Unf 2 576 TA
## 2080 Detchd 1954 Unf 1 280 TA
## 2081 Attchd 1954 Unf 1 240 TA
## 2082 None 0 None 0 0 None
## 2083 Detchd 1955 Unf 2 480 TA
## 2084 Attchd 1954 Unf 1 350 TA
## 2085 Attchd 1963 Unf 1 264 TA
## 2086 Detchd 2008 Unf 1 308 TA
## 2087 Detchd 1948 Unf 2 400 TA
## 2088 Attchd 1910 Unf 1 330 Fa
## 2089 Detchd 1950 Unf 1 256 TA
## 2090 Detchd 1915 Unf 1 308 Fa
## 2091 None 0 None 0 0 None
## 2092 Detchd 1958 Unf 2 440 TA
## 2093 Detchd 1920 Unf 1 225 Fa
## 2094 None 0 None 0 0 None
## 2095 Detchd 1940 Unf 2 828 TA
## 2096 Detchd 1930 Unf 1 200 Fa
## 2097 None 0 None 0 0 None
## 2098 Detchd 1959 Unf 3 869 TA
## 2099 Detchd 1949 Unf 1 297 Fa
## 2100 None 0 None 0 0 None
## 2101 Detchd 1950 Unf 2 420 Fa
## 2102 Detchd 1935 Unf 1 288 TA
## 2103 Detchd 1961 Unf 1 308 TA
## 2104 2Types 1930 Unf 2 393 TA
## 2105 None 0 None 0 0 None
## 2106 Detchd 1920 Unf 2 400 Fa
## 2107 Detchd 1950 Unf 2 342 TA
## 2108 Detchd 1959 Unf 1 308 TA
## 2109 Detchd 1959 Unf 1 308 TA
## 2110 Detchd 1992 Unf 1 288 TA
## 2111 Attchd 1945 Unf 1 252 TA
## 2112 Detchd 1950 Unf 1 240 TA
## 2113 Detchd 1941 Unf 1 240 TA
## 2114 Detchd 1926 Unf 1 200 Fa
## 2115 Detchd 1940 Unf 1 240 TA
## 2116 Detchd 1924 Unf 2 370 TA
## 2117 Detchd 2004 Unf 1 672 TA
## 2118 Detchd 1939 Unf 1 240 TA
## 2119 Detchd 1926 Unf 1 160 Fa
## 2120 BuiltIn 1920 RFn 1 355 Fa
## 2122 Detchd 1990 Unf 1 336 TA
## 2123 Attchd 1925 Unf 1 164 TA
## 2124 Detchd 1939 Unf 2 400 TA
## 2125 Detchd 1960 Unf 2 576 TA
## 2126 Detchd 1970 Unf 2 672 TA
## 2127 Detchd 0 None 1 360 None
## 2128 Detchd 1910 Unf 1 228 Fa
## 2129 Detchd 1930 Unf 2 440 TA
## 2130 Detchd 1952 Unf 1 308 TA
## 2131 Detchd 1938 Unf 2 400 TA
## 2132 Detchd 1950 Unf 2 400 Fa
## 2133 Detchd 1993 Unf 2 320 TA
## 2134 Detchd 1985 Unf 1 384 TA
## 2135 Detchd 1997 Unf 2 576 TA
## 2136 None 0 None 0 0 None
## 2137 Detchd 1947 Unf 1 240 TA
## 2138 Detchd 1996 Unf 2 440 TA
## 2139 Attchd 1978 Unf 2 484 TA
## 2140 Attchd 1967 RFn 1 294 TA
## 2141 Basment 1978 Fin 2 504 TA
## 2142 Attchd 1967 RFn 1 270 TA
## 2143 Attchd 1984 Unf 2 506 TA
## 2144 CarPort 1920 Unf 2 400 TA
## 2145 Attchd 1963 Fin 1 300 TA
## 2146 Attchd 1956 Unf 2 621 TA
## 2147 Basment 1960 Unf 2 626 TA
## 2148 2Types 1973 Unf 3 627 TA
## 2149 2Types 1979 Unf 3 912 TA
## 2150 Attchd 1979 Fin 2 478 TA
## 2151 Attchd 1948 Unf 1 249 TA
## 2153 Attchd 1956 Unf 1 322 TA
## 2154 None 0 None 0 0 None
## 2155 Detchd 1962 Unf 1 280 TA
## 2156 BuiltIn 1995 Fin 2 614 TA
## 2157 Attchd 1994 RFn 2 534 TA
## 2158 Attchd 1993 RFn 2 453 TA
## 2159 Attchd 1996 Fin 2 472 TA
## 2160 BuiltIn 2007 Fin 2 484 TA
## 2161 Attchd 2007 RFn 3 864 TA
## 2162 Attchd 2008 RFn 3 1348 Gd
## 2163 Attchd 2008 Fin 3 874 TA
## 2164 Attchd 1995 Fin 3 811 TA
## 2165 Attchd 1966 Unf 2 438 TA
## 2166 Detchd 1997 Unf 2 528 TA
## 2167 Attchd 1997 RFn 2 558 TA
## 2168 Attchd 1997 RFn 2 600 TA
## 2169 Attchd 2000 RFn 2 532 TA
## 2170 Attchd 2000 RFn 2 626 TA
## 2171 Attchd 1978 Unf 2 528 TA
## 2172 Detchd 1985 Unf 2 576 TA
## 2173 Attchd 1975 Fin 2 440 TA
## 2174 Attchd 2001 RFn 2 570 TA
## 2175 BuiltIn 2001 Fin 3 725 TA
## 2176 Attchd 2002 RFn 3 715 TA
## 2177 BuiltIn 2003 RFn 2 596 TA
## 2178 Attchd 1999 Unf 2 560 TA
## 2179 Attchd 2004 RFn 2 420 TA
## 2180 Attchd 1998 Unf 3 721 TA
## 2181 Attchd 2004 Unf 2 470 TA
## 2182 Attchd 2007 RFn 3 814 TA
## 2183 Attchd 2007 RFn 2 610 TA
## 2184 Attchd 1966 Unf 1 264 TA
## 2185 BuiltIn 1976 RFn 2 504 Fa
## 2186 Detchd 1991 Unf 2 480 TA
## 2187 Attchd 1977 RFn 2 542 TA
## 2188 Attchd 1976 Fin 2 440 TA
## 2190 None 0 None 0 0 None
## 2191 None 0 None 0 0 None
## 2192 None 0 None 0 0 None
## 2193 None 0 None 0 0 None
## 2194 None 0 None 0 0 None
## 2195 Attchd 1953 RFn 1 286 TA
## 2196 Basment 1954 Unf 1 312 TA
## 2197 Detchd 1923 Unf 1 205 TA
## 2198 Attchd 1921 Unf 1 312 TA
## 2199 Detchd 1930 Unf 2 480 TA
## 2200 Detchd 2001 Unf 1 369 TA
## 2201 Detchd 1994 Unf 2 400 TA
## 2202 Detchd 1925 Unf 1 180 TA
## 2203 Attchd 1980 Unf 2 599 TA
## 2204 Detchd 1937 Unf 1 240 TA
## 2205 Detchd 1938 Unf 1 225 TA
## 2206 Attchd 1951 Fin 1 344 TA
## 2207 Detchd 1935 Fin 2 786 Fa
## 2208 Attchd 1994 Fin 2 506 TA
## 2209 Attchd 1956 Unf 2 484 TA
## 2210 Detchd 1980 Unf 2 462 TA
## 2211 Detchd 1926 Unf 1 195 TA
## 2212 Detchd 1940 Unf 1 240 TA
## 2213 None 0 None 0 0 None
## 2214 Attchd 1967 Unf 1 288 TA
## 2215 Detchd 1934 RFn 1 360 TA
## 2216 Attchd 1958 Fin 1 356 TA
## 2218 Detchd 1895 Unf 1 185 Fa
## 2219 Detchd 1910 Unf 1 195 Po
## 2220 Detchd 1920 Unf 1 216 Fa
## 2221 Attchd 2007 Fin 2 525 TA
## 2222 Attchd 2004 Fin 2 482 TA
## 2223 Attchd 1996 Fin 3 786 TA
## 2224 Attchd 1996 Unf 3 816 TA
## 2225 Attchd 1976 Unf 2 484 TA
## 2226 Attchd 1991 Unf 2 432 TA
## 2227 Attchd 1986 Fin 2 512 TA
## 2228 Attchd 2007 Fin 3 788 TA
## 2229 Attchd 2007 Fin 2 612 TA
## 2230 BuiltIn 2007 Fin 2 400 TA
## 2231 Attchd 2008 Fin 3 666 TA
## 2232 Attchd 1989 Unf 2 438 TA
## 2233 Attchd 1986 Unf 2 578 TA
## 2234 Attchd 2003 Fin 2 467 TA
## 2235 Attchd 1999 RFn 2 435 TA
## 2236 Attchd 2007 Fin 2 520 TA
## 2237 Attchd 2005 Fin 3 892 TA
## 2238 Attchd 1997 Fin 4 784 TA
## 2239 None 0 None 0 0 None
## 2240 Attchd 1997 RFn 2 392 TA
## 2241 2Types 1964 Fin 3 850 TA
## 2242 Attchd 1975 Unf 2 499 TA
## 2243 Attchd 1976 Unf 1 336 TA
## 2244 BuiltIn 1973 RFn 1 297 TA
## 2245 BuiltIn 1973 RFn 1 297 TA
## 2246 Attchd 1968 Unf 1 257 TA
## 2247 None 0 None 0 0 None
## 2248 Attchd 1983 Unf 1 264 TA
## 2249 Attchd 1982 Unf 1 264 TA
## 2250 Attchd 1984 Unf 2 484 TA
## 2252 Attchd 1971 Unf 2 525 TA
## 2253 BuiltIn 1997 Fin 2 390 TA
## 2254 BuiltIn 1994 Fin 2 398 TA
## 2255 Attchd 2000 Fin 2 451 TA
## 2256 Attchd 1996 Fin 2 420 TA
## 2257 Attchd 1999 Fin 2 482 TA
## 2258 Attchd 1992 RFn 2 420 TA
## 2259 Attchd 1993 RFn 2 392 TA
## 2260 Attchd 1964 Unf 2 480 TA
## 2261 Attchd 1988 RFn 2 480 TA
## 2262 Attchd 1990 RFn 2 484 TA
## 2263 BuiltIn 2005 Fin 3 729 TA
## 2264 Attchd 2005 Fin 3 1110 Gd
## 2265 2Types 1969 Unf 3 828 TA
## 2266 Attchd 2006 Fin 2 556 TA
## 2267 Attchd 2006 RFn 2 724 TA
## 2268 Attchd 2007 Fin 3 724 TA
## 2269 Attchd 1984 Unf 2 480 TA
## 2270 Attchd 1981 RFn 2 484 TA
## 2271 Attchd 1978 Fin 2 663 TA
## 2272 Attchd 1979 Fin 2 481 TA
## 2273 Attchd 1984 Fin 2 495 TA
## 2274 Attchd 1979 RFn 2 478 TA
## 2275 Attchd 1971 Unf 2 944 TA
## 2276 Attchd 1976 Fin 2 585 TA
## 2277 Attchd 1974 Unf 2 488 TA
## 2278 Detchd 1988 Unf 2 576 TA
## 2279 Attchd 1970 RFn 1 368 TA
## 2280 Basment 1961 Unf 1 270 Fa
## 2281 Attchd 2001 Fin 2 511 TA
## 2282 Attchd 1997 Fin 2 522 TA
## 2283 Detchd 1973 Unf 1 264 TA
## 2284 Detchd 1973 Unf 1 264 TA
## 2285 Attchd 1978 Unf 1 319 TA
## 2286 Detchd 1974 Unf 1 360 TA
## 2287 Attchd 2007 Fin 3 730 TA
## 2288 Attchd 2006 RFn 3 856 TA
## 2289 Attchd 2007 Fin 3 938 TA
## 2290 Attchd 2007 RFn 3 1040 TA
## 2291 BuiltIn 2006 Fin 3 670 TA
## 2292 Attchd 2005 Fin 3 878 TA
## 2293 Attchd 2007 Fin 3 932 TA
## 2294 BuiltIn 2005 Fin 3 814 TA
## 2295 Attchd 2007 Fin 3 1174 TA
## 2296 Detchd 2007 Unf 2 728 TA
## 2297 BuiltIn 2007 Fin 3 786 TA
## 2298 Attchd 2006 Fin 3 843 TA
## 2299 BuiltIn 2004 RFn 3 916 TA
## 2300 Attchd 2003 Fin 3 818 TA
## 2301 Attchd 2007 Fin 3 774 TA
## 2302 Attchd 2005 RFn 3 878 TA
## 2303 Attchd 2005 RFn 2 554 TA
## 2304 BuiltIn 2006 RFn 3 876 TA
## 2305 Attchd 2005 RFn 2 631 TA
## 2306 Attchd 2005 RFn 2 631 TA
## 2307 Attchd 2005 RFn 2 460 TA
## 2308 Attchd 2006 RFn 2 627 TA
## 2309 Attchd 2005 RFn 2 564 TA
## 2310 Attchd 2006 Fin 2 550 TA
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## 2312 Attchd 2007 Unf 2 572 TA
## 2313 Attchd 2005 Fin 2 400 TA
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## 2315 Attchd 2006 RFn 2 440 TA
## 2316 BuiltIn 2007 Unf 3 350 TA
## 2317 Attchd 2005 Fin 2 388 TA
## 2318 Attchd 2007 Fin 2 440 TA
## 2319 Attchd 2007 Fin 2 400 TA
## 2320 Attchd 2007 RFn 2 462 TA
## 2321 Attchd 2003 Fin 3 630 TA
## 2322 Attchd 2007 Fin 2 388 TA
## 2323 Attchd 2004 Fin 2 437 TA
## 2324 BuiltIn 2004 Fin 2 400 TA
## 2325 Attchd 2006 RFn 2 534 TA
## 2326 BuiltIn 2003 Fin 2 400 TA
## 2327 BuiltIn 2003 Fin 2 434 TA
## 2328 BuiltIn 2002 Fin 2 435 TA
## 2329 Attchd 2000 RFn 2 442 TA
## 2330 Attchd 1999 RFn 2 460 TA
## 2331 Attchd 1998 Fin 3 925 TA
## 2332 Attchd 1998 Fin 3 806 TA
## 2333 Attchd 1998 Fin 3 758 TA
## 2334 BuiltIn 1998 Fin 3 600 TA
## 2335 Attchd 1992 RFn 2 517 TA
## 2336 Attchd 1996 RFn 3 933 TA
## 2337 Attchd 2007 Unf 2 605 TA
## 2338 Attchd 2007 Unf 3 852 TA
## 2339 Attchd 2006 Fin 2 484 TA
## 2340 Attchd 2007 Fin 3 1092 TA
## 2341 Attchd 2007 Unf 2 480 TA
## 2342 Attchd 2005 RFn 2 484 TA
## 2343 Attchd 2005 RFn 2 672 TA
## 2344 Attchd 2006 RFn 3 574 TA
## 2345 BuiltIn 2006 RFn 3 859 TA
## 2346 Attchd 2007 RFn 2 598 TA
## 2347 Attchd 2007 RFn 2 575 TA
## 2348 Attchd 2007 Fin 2 590 TA
## 2349 Attchd 2007 Unf 2 561 TA
## 2350 Attchd 2007 Fin 3 880 TA
## 2351 Attchd 2007 Fin 2 594 TA
## 2352 Attchd 2006 Fin 3 658 TA
## 2353 BuiltIn 2004 RFn 3 744 TA
## 2354 None 0 None 0 0 None
## 2355 None 0 None 0 0 None
## 2356 Detchd 2004 Unf 2 576 TA
## 2357 Attchd 2006 RFn 2 566 TA
## 2358 Attchd 1993 RFn 2 492 TA
## 2359 Attchd 1980 RFn 1 283 TA
## 2360 Detchd 1979 Unf 1 308 TA
## 2361 Detchd 1991 Fin 2 686 TA
## 2362 Attchd 1990 RFn 2 564 TA
## 2363 Attchd 1974 RFn 2 431 TA
## 2364 Attchd 1973 RFn 2 542 TA
## 2365 Attchd 2004 Fin 2 540 TA
## 2366 Attchd 2006 Fin 2 484 TA
## 2367 Attchd 2006 Fin 2 476 TA
## 2368 Attchd 2006 RFn 2 466 TA
## 2369 Attchd 2007 Fin 2 528 TA
## 2370 Detchd 1999 Unf 2 440 TA
## 2371 Detchd 2000 Unf 2 440 TA
## 2372 Detchd 1999 Unf 2 625 TA
## 2373 Detchd 2003 Unf 2 552 TA
## 2374 Attchd 1998 RFn 2 1105 Gd
## 2375 Attchd 1994 Fin 2 478 TA
## 2376 Attchd 1980 RFn 2 546 Gd
## 2377 Attchd 1981 RFn 2 676 TA
## 2378 Attchd 1968 RFn 2 412 TA
## 2379 Attchd 1970 RFn 2 570 TA
## 2380 Attchd 1969 Unf 2 480 TA
## 2381 Attchd 1968 Fin 2 528 TA
## 2382 Attchd 1972 RFn 2 515 TA
## 2383 Attchd 1993 RFn 2 472 TA
## 2384 Attchd 1993 Unf 2 473 TA
## 2385 Attchd 1966 RFn 2 484 TA
## 2386 Attchd 1963 Fin 1 311 TA
## 2387 Attchd 1967 RFn 1 308 TA
## 2388 CarPort 1964 Unf 3 530 TA
## 2389 Detchd 1966 Unf 2 396 TA
## 2390 Attchd 1961 RFn 2 440 TA
## 2391 Detchd 1985 Fin 2 784 TA
## 2392 Detchd 1965 Unf 1 312 TA
## 2393 Attchd 1966 RFn 2 440 TA
## 2394 Attchd 1965 RFn 2 440 TA
## 2395 Attchd 1964 RFn 2 539 TA
## 2396 Attchd 1964 RFn 1 286 TA
## 2397 Attchd 1959 RFn 2 510 TA
## 2398 Attchd 1975 Unf 2 512 TA
## 2399 None 0 None 0 0 None
## 2400 None 0 None 0 0 None
## 2401 Detchd 1963 Unf 1 308 TA
## 2402 Attchd 1955 Fin 1 288 TA
## 2403 Detchd 1968 Unf 3 792 TA
## 2404 Basment 1966 Fin 2 432 TA
## 2405 Attchd 1961 RFn 2 525 TA
## 2406 Attchd 1957 RFn 1 315 TA
## 2407 Detchd 1964 Unf 1 308 TA
## 2408 2Types 1994 RFn 2 692 TA
## 2409 Attchd 1960 RFn 1 336 TA
## 2410 Attchd 1957 Unf 2 464 TA
## 2411 Attchd 1957 Unf 1 308 TA
## 2412 Attchd 1955 RFn 1 310 TA
## 2413 Attchd 1955 RFn 1 336 TA
## 2414 Detchd 1962 Unf 1 336 TA
## 2415 Detchd 1958 Unf 2 484 TA
## 2416 Detchd 1952 Unf 2 410 TA
## 2417 Attchd 1953 Fin 1 293 TA
## 2418 Detchd 1956 Unf 1 252 TA
## 2419 Detchd 2002 Unf 1 352 TA
## 2420 Attchd 1955 Unf 1 390 TA
## 2421 Attchd 1953 Fin 1 280 TA
## 2422 Detchd 1952 Unf 1 420 TA
## 2423 None 0 None 0 0 None
## 2424 Attchd 1953 Unf 1 371 TA
## 2425 BuiltIn 2007 Unf 3 1200 TA
## 2426 Detchd 1978 Unf 2 580 TA
## 2427 None 0 None 0 0 None
## 2428 BuiltIn 1963 Unf 1 276 TA
## 2429 Attchd 1961 Unf 1 240 TA
## 2430 Attchd 1968 Unf 1 288 TA
## 2431 Attchd 1950 Unf 1 357 TA
## 2432 Attchd 1959 RFn 1 286 TA
## 2433 Attchd 1958 RFn 1 338 TA
## 2434 Attchd 1960 RFn 1 324 TA
## 2435 Attchd 1965 Unf 1 351 TA
## 2436 Attchd 1961 Fin 1 300 TA
## 2437 Detchd 1962 Unf 1 294 TA
## 2438 Attchd 1962 RFn 1 288 TA
## 2439 Detchd 1981 RFn 2 576 TA
## 2440 Detchd 1980 Unf 2 576 TA
## 2441 Detchd 1922 Unf 1 184 TA
## 2442 Detchd 1920 Unf 1 180 Fa
## 2443 Detchd 1940 Unf 2 379 TA
## 2444 Detchd 2000 Unf 2 576 TA
## 2445 Detchd 1930 Unf 1 252 Fa
## 2446 Detchd 1935 Unf 2 342 TA
## 2447 Detchd 1992 Unf 2 816 TA
## 2448 Detchd 1927 Unf 1 374 TA
## 2449 Detchd 1920 Unf 2 480 Fa
## 2450 Detchd 1979 Unf 2 468 TA
## 2451 Detchd 2004 Unf 1 336 TA
## 2452 Attchd 1950 Unf 2 576 TA
## 2453 Attchd 1956 Unf 1 331 Fa
## 2454 Attchd 1957 RFn 1 384 TA
## 2455 Detchd 1969 Unf 1 308 Fa
## 2456 Detchd 1950 Unf 1 308 TA
## 2457 Detchd 1939 Unf 1 224 Fa
## 2458 Attchd 1939 Unf 1 217 TA
## 2459 Detchd 1939 Unf 1 240 TA
## 2460 Detchd 1968 Unf 2 528 TA
## 2461 Detchd 1939 Unf 1 280 TA
## 2462 Detchd 1930 Unf 1 230 Fa
## 2463 Detchd 1926 Unf 2 379 TA
## 2464 Detchd 1950 Unf 1 408 TA
## 2465 Detchd 1977 Unf 2 576 TA
## 2466 Detchd 1965 Unf 2 576 TA
## 2467 Attchd 1979 Unf 2 456 TA
## 2468 Detchd 1920 Unf 1 240 TA
## 2469 Detchd 1920 Unf 1 216 TA
## 2470 Attchd 1963 Unf 2 658 TA
## 2471 Detchd 1950 Fin 1 299 TA
## 2472 Detchd 2006 Unf 2 720 TA
## 2473 Detchd 1958 RFn 2 436 TA
## 2475 Attchd 1937 Fin 2 498 TA
## 2476 Detchd 1942 Unf 1 240 TA
## 2477 Detchd 1963 Unf 1 308 TA
## 2478 Detchd 1964 Unf 2 572 TA
## 2479 Detchd 1964 Unf 2 440 TA
## 2480 Detchd 1970 Unf 2 528 TA
## 2481 Attchd 1966 RFn 1 264 TA
## 2482 Detchd 1989 Unf 2 576 TA
## 2483 Attchd 1968 RFn 1 264 TA
## 2484 Detchd 1972 Unf 2 528 TA
## 2485 Detchd 1966 Unf 1 315 TA
## 2486 Attchd 1956 Unf 1 323 TA
## 2487 Attchd 1946 Unf 2 638 TA
## 2488 Attchd 1940 Unf 1 224 TA
## 2489 Attchd 1954 Unf 2 494 TA
## 2491 2Types 1952 Unf 2 460 Fa
## 2492 Attchd 1984 Fin 2 552 TA
## 2493 Detchd 1996 Unf 2 576 TA
## 2494 Detchd 1953 Unf 2 649 TA
## 2495 Attchd 1946 Unf 1 336 TA
## 2496 Attchd 1954 Fin 2 527 TA
## 2497 Attchd 1954 Unf 1 332 TA
## 2498 Attchd 1958 Unf 1 399 TA
## 2499 Detchd 1958 Unf 1 308 TA
## 2500 Attchd 1984 RFn 1 264 TA
## 2501 Detchd 1951 Unf 1 256 TA
## 2502 Attchd 1951 Unf 1 253 TA
## 2503 Detchd 1920 Unf 1 280 Fa
## 2504 Attchd 1984 Unf 2 515 TA
## 2505 Attchd 1994 RFn 2 499 TA
## 2506 Attchd 2007 Fin 3 870 TA
## 2507 Attchd 2006 Fin 3 894 TA
## 2508 Attchd 2007 RFn 3 870 TA
## 2509 Attchd 2005 RFn 3 796 TA
## 2510 Attchd 2005 RFn 2 674 TA
## 2511 Attchd 2005 RFn 2 524 TA
## 2512 Attchd 2005 RFn 2 578 TA
## 2513 Attchd 1988 RFn 2 619 TA
## 2514 Attchd 1976 Fin 2 529 TA
## 2515 Detchd 1995 Unf 2 747 TA
## 2516 Attchd 1997 RFn 2 497 TA
## 2517 Detchd 1995 Unf 1 384 TA
## 2518 Attchd 1996 Unf 1 242 TA
## 2519 Attchd 1999 RFn 2 597 TA
## 2520 Attchd 1998 RFn 2 534 TA
## 2521 Attchd 2001 RFn 2 517 TA
## 2522 Attchd 2000 Fin 2 486 TA
## 2523 Attchd 1974 Unf 2 440 TA
## 2524 Detchd 1979 Unf 2 370 TA
## 2525 Detchd 1977 Unf 2 576 TA
## 2526 Detchd 1977 Unf 2 748 TA
## 2527 Attchd 1977 RFn 1 308 TA
## 2528 Attchd 1975 Unf 2 440 TA
## 2529 Detchd 1977 Fin 2 576 Gd
## 2530 Detchd 1975 Unf 2 728 TA
## 2531 Attchd 2000 RFn 2 583 TA
## 2532 Attchd 2003 RFn 2 610 TA
## 2533 Attchd 2002 Fin 2 542 TA
## 2534 Attchd 1994 Fin 2 484 TA
## 2535 Attchd 2001 Fin 2 560 TA
## 2536 Attchd 1996 RFn 2 608 TA
## 2537 Attchd 1999 RFn 2 482 TA
## 2538 Attchd 2007 RFn 2 552 TA
## 2539 Attchd 2005 RFn 2 578 TA
## 2540 Attchd 2006 Fin 2 437 TA
## 2541 Attchd 2006 RFn 2 484 TA
## 2542 Attchd 2005 Fin 2 400 TA
## 2543 Attchd 1967 Unf 1 384 TA
## 2544 Detchd 2002 Unf 2 520 TA
## 2545 Detchd 1975 Unf 2 576 TA
## 2546 Attchd 1960 Fin 2 622 TA
## 2547 Detchd 1976 Unf 2 528 TA
## 2548 Attchd 1979 Fin 2 579 TA
## 2549 BuiltIn 2005 Fin 2 489 TA
## 2550 Attchd 2008 Fin 3 1154 TA
## 2551 Basment 2005 Fin 2 525 TA
## 2552 Detchd 1959 Unf 1 392 TA
## 2553 None 0 None 0 0 None
## 2554 None 0 None 0 0 None
## 2555 Detchd 1920 Unf 1 216 TA
## 2556 Detchd 1959 Unf 1 355 TA
## 2557 Detchd 1996 Unf 2 528 TA
## 2558 None 0 None 0 0 None
## 2559 Detchd 1973 Unf 1 352 TA
## 2560 Detchd 1994 Unf 1 240 TA
## 2561 Detchd 1930 Unf 1 216 TA
## 2562 Detchd 1992 Unf 1 228 TA
## 2563 Detchd 1926 Unf 1 225 TA
## 2564 Detchd 1927 Unf 2 264 TA
## 2565 Attchd 1951 Fin 2 400 TA
## 2566 Detchd 1930 Unf 1 231 Fa
## 2567 Detchd 1966 Unf 2 528 TA
## 2568 Attchd 1960 RFn 2 580 TA
## 2569 Attchd 1968 RFn 2 552 TA
## 2570 Detchd 1980 Unf 2 462 TA
## 2571 Attchd 1996 Unf 2 628 TA
## 2572 Attchd 1988 Unf 2 509 TA
## 2573 Attchd 1971 Fin 2 625 TA
## 2574 Attchd 1986 Fin 2 691 Gd
## 2575 Detchd 1965 Fin 2 720 TA
## 2576 None 0 None 0 0 None
## 2578 Detchd 1922 Unf 1 100 Fa
## 2579 Detchd 1950 Unf 1 256 TA
## 2580 None 0 None 0 0 None
## 2581 Detchd 1985 Unf 2 720 TA
## 2582 Detchd 1930 Unf 1 216 TA
## 2583 Attchd 2006 Fin 2 495 TA
## 2584 BuiltIn 1979 RFn 2 486 TA
## 2585 Attchd 2002 Fin 3 650 TA
## 2586 Attchd 2002 RFn 2 576 TA
## 2587 Attchd 1991 Unf 2 506 TA
## 2588 Attchd 1975 Unf 1 360 TA
## 2589 Attchd 1974 Unf 2 528 TA
## 2590 Attchd 1987 Fin 2 512 TA
## 2591 Attchd 1958 RFn 2 461 TA
## 2592 Attchd 2007 Fin 2 433 TA
## 2593 Attchd 2207 RFn 2 502 TA
## 2594 Attchd 1985 Unf 2 528 TA
## 2595 Attchd 2001 Unf 2 471 TA
## 2596 Attchd 2002 Fin 3 692 TA
## 2597 Attchd 1996 Fin 2 571 TA
## 2598 BuiltIn 2003 Fin 2 452 TA
## 2599 Attchd 2006 Fin 3 932 TA
## 2600 2Types 1953 RFn 4 1041 TA
## 2601 Attchd 1996 Fin 2 460 TA
## 2602 Attchd 1972 Unf 1 253 TA
## 2603 BuiltIn 1970 Fin 1 297 TA
## 2604 None 0 None 0 0 None
## 2605 Attchd 1976 Unf 1 286 TA
## 2606 Attchd 1977 Fin 2 678 TA
## 2607 Attchd 1977 Fin 2 528 TA
## 2608 Attchd 1977 RFn 2 672 TA
## 2609 Attchd 1977 Fin 2 531 TA
## 2610 None 0 None 0 0 None
## 2611 Attchd 1961 Unf 1 444 TA
## 2612 Attchd 1976 Unf 2 502 TA
## 2613 Attchd 1983 Fin 1 264 TA
## 2614 Attchd 1984 RFn 1 288 TA
## 2615 Attchd 1954 RFn 2 452 TA
## 2616 Attchd 1956 Unf 1 313 TA
## 2617 Attchd 1957 Unf 3 963 TA
## 2618 Attchd 1957 Unf 2 550 TA
## 2619 Attchd 1969 Fin 2 506 TA
## 2620 Attchd 1997 Fin 2 400 TA
## 2621 Attchd 1995 Fin 2 423 TA
## 2622 BuiltIn 1996 Fin 2 443 TA
## 2623 Attchd 2005 Fin 2 527 TA
## 2624 Attchd 2006 Fin 3 773 TA
## 2625 Attchd 1994 Fin 2 618 TA
## 2626 Attchd 1993 Fin 2 402 TA
## 2627 Attchd 1987 RFn 2 461 TA
## 2628 BuiltIn 2005 Fin 3 670 TA
## 2629 BuiltIn 2006 Fin 3 758 TA
## 2630 BuiltIn 2006 Fin 3 675 TA
## 2631 Attchd 2006 RFn 3 736 TA
## 2632 BuiltIn 2005 Fin 3 660 TA
## 2633 Attchd 2005 Fin 2 517 TA
## 2634 Attchd 2005 Unf 3 722 TA
## 2635 Attchd 1980 RFn 2 582 TA
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## 2638 BuiltIn 2005 Fin 2 541 TA
## 2639 Attchd 1975 RFn 2 485 TA
## 2640 Attchd 1974 Unf 2 462 TA
## 2641 Detchd 1995 Unf 2 576 TA
## 2642 Attchd 2002 Fin 2 543 TA
## 2643 Detchd 1973 Unf 2 440 TA
## 2644 Attchd 1973 Unf 2 440 TA
## 2645 Detchd 1973 Unf 1 264 TA
## 2646 Detchd 1972 Unf 1 264 TA
## 2647 Detchd 1972 Unf 1 264 TA
## 2648 Attchd 1975 RFn 2 440 TA
## 2649 Attchd 1974 RFn 1 300 TA
## 2650 Attchd 1976 Unf 1 319 TA
## 2651 Attchd 1976 RFn 2 460 TA
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## 2653 Attchd 2004 Fin 3 880 TA
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## 2655 Attchd 2005 Fin 3 1085 TA
## 2656 BuiltIn 2005 Fin 3 670 TA
## 2657 Attchd 2005 RFn 2 521 TA
## 2658 Attchd 2005 Fin 2 575 TA
## 2659 BuiltIn 2006 Fin 3 672 TA
## 2660 BuiltIn 2005 Fin 3 784 TA
## 2661 Attchd 2005 RFn 3 925 TA
## 2662 Attchd 2004 Fin 3 816 TA
## 2663 BuiltIn 2004 RFn 3 746 TA
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## 2665 Attchd 2006 Fin 3 899 TA
## 2666 Attchd 2006 RFn 2 575 TA
## 2667 Attchd 2005 Fin 2 390 TA
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## 2675 Attchd 2005 Fin 2 440 TA
## 2676 Attchd 2004 Fin 2 433 TA
## 2677 Attchd 2000 Fin 2 431 TA
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## 2679 Attchd 1998 Fin 3 885 TA
## 2680 BuiltIn 2000 RFn 3 768 TA
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## 2687 Attchd 2006 RFn 3 928 TA
## 2688 Attchd 2006 Fin 2 510 TA
## 2689 Attchd 2006 RFn 2 584 TA
## 2690 Attchd 2006 RFn 3 792 TA
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## 1467 TA Y 6.182085 3.091042 0.000000 0.000000
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## 1944 TA Y 5.262690 3.496508 0.000000 0.000000
## 1945 TA Y 5.370638 4.343805 0.000000 0.000000
## 1947 TA Y 5.056246 3.891820 0.000000 0.000000
## 1948 TA Y 0.000000 0.000000 5.198497 0.000000
## 1949 TA Y 0.000000 3.891820 0.000000 0.000000
## 1950 TA Y 5.030438 0.000000 0.000000 0.000000
## 1951 TA Y 5.303305 0.000000 0.000000 0.000000
## 1952 TA Y 6.148468 0.000000 0.000000 0.000000
## 1953 TA Y 0.000000 0.000000 0.000000 5.164786
## 1954 TA Y 3.367296 4.304065 0.000000 0.000000
## 1955 TA Y 0.000000 0.000000 0.000000 0.000000
## 1956 Gd Y 0.000000 2.833213 0.000000 0.000000
## 1957 TA Y 0.000000 3.218876 0.000000 0.000000
## 1958 TA Y 5.262690 5.198497 5.389072 0.000000
## 1959 TA Y 0.000000 3.828641 0.000000 0.000000
## 1960 TA Y 2.833213 0.000000 0.000000 0.000000
## 1961 TA Y 0.000000 0.000000 0.000000 0.000000
## 1962 TA Y 3.970292 0.000000 0.000000 0.000000
## 1963 TA Y 6.021023 0.000000 0.000000 0.000000
## 1964 TA Y 0.000000 0.000000 0.000000 0.000000
## 1965 TA Y 0.000000 0.000000 0.000000 0.000000
## 1966 TA Y 0.000000 3.663562 0.000000 0.000000
## 1967 TA Y 5.347108 4.564348 0.000000 0.000000
## 1968 TA Y 5.883322 4.369448 0.000000 0.000000
## 1969 TA Y 5.056246 5.337538 0.000000 0.000000
## 1970 TA Y 5.361292 5.209486 0.000000 0.000000
## 1971 TA Y 3.433987 5.303305 0.000000 0.000000
## 1972 TA Y 5.262690 4.158883 0.000000 0.000000
## 1973 TA Y 4.615121 3.218876 0.000000 0.000000
## 1974 TA Y 5.416100 4.962845 0.000000 0.000000
## 1975 TA Y 5.043425 4.189655 0.000000 0.000000
## 1976 TA Y 5.379897 3.367296 0.000000 0.000000
## 1977 TA Y 0.000000 4.110874 0.000000 0.000000
## 1978 TA Y 5.594711 4.077537 0.000000 0.000000
## 1979 TA Y 0.000000 3.891820 0.000000 0.000000
## 1980 TA Y 0.000000 3.526361 0.000000 0.000000
## 1981 TA Y 5.351858 0.000000 0.000000 0.000000
## 1982 TA Y 0.000000 3.583519 0.000000 0.000000
## 1983 TA Y 0.000000 3.583519 0.000000 0.000000
## 1984 TA Y 0.000000 3.332205 0.000000 0.000000
## 1985 TA Y 5.056246 3.044522 0.000000 0.000000
## 1986 TA Y 4.969813 3.044522 0.000000 0.000000
## 1987 TA Y 4.615121 3.218876 0.000000 0.000000
## 1988 TA Y 0.000000 4.330733 0.000000 0.000000
## 1989 TA Y 4.934474 3.891820 0.000000 0.000000
## 1990 TA Y 4.795791 3.891820 0.000000 0.000000
## 1991 TA Y 5.262690 3.295837 0.000000 0.000000
## 1992 TA Y 4.691348 0.000000 0.000000 0.000000
## 1993 TA Y 4.615121 3.583519 0.000000 0.000000
## 1994 TA Y 4.976734 3.806662 0.000000 0.000000
## 1995 TA Y 0.000000 4.644391 0.000000 0.000000
## 1996 TA Y 0.000000 4.882802 0.000000 0.000000
## 1997 TA Y 5.093750 5.036953 0.000000 0.000000
## 1998 TA Y 4.976734 3.526361 0.000000 0.000000
## 1999 TA Y 5.129899 0.000000 0.000000 0.000000
## 2000 TA Y 5.262690 4.477337 0.000000 0.000000
## 2001 TA Y 5.955837 4.605170 0.000000 0.000000
## 2002 TA Y 0.000000 3.295837 0.000000 0.000000
## 2003 TA Y 4.976734 4.110874 0.000000 0.000000
## 2004 TA Y 5.129899 4.691348 0.000000 0.000000
## 2005 TA Y 0.000000 3.044522 0.000000 0.000000
## 2006 TA Y 5.262690 4.736198 0.000000 0.000000
## 2007 TA Y 4.897840 4.795791 0.000000 0.000000
## 2008 TA Y 5.129899 5.129899 0.000000 0.000000
## 2009 TA Y 4.969813 4.204693 0.000000 0.000000
## 2010 TA Y 5.129899 4.234107 0.000000 0.000000
## 2011 None Y 0.000000 4.510860 0.000000 0.000000
## 2012 TA Y 0.000000 3.496508 0.000000 0.000000
## 2013 TA Y 0.000000 4.262680 0.000000 0.000000
## 2014 TA Y 4.976734 4.574711 0.000000 0.000000
## 2015 TA Y 4.976734 4.317488 0.000000 0.000000
## 2016 TA Y 0.000000 4.234107 0.000000 0.000000
## 2017 TA Y 5.262690 4.454347 0.000000 0.000000
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## 2019 TA Y 4.890349 0.000000 0.000000 0.000000
## 2020 TA Y 0.000000 0.000000 0.000000 0.000000
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## 2023 TA Y 0.000000 0.000000 4.532599 0.000000
## 2024 TA Y 5.472271 5.529429 0.000000 0.000000
## 2025 TA Y 5.686975 3.912023 0.000000 0.000000
## 2026 TA Y 0.000000 4.615121 0.000000 0.000000
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## 2028 TA Y 0.000000 4.634729 0.000000 0.000000
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## 2032 TA Y 5.049856 4.077537 0.000000 0.000000
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## 2339 TA Y 5.129899 3.850148 0.000000 0.000000
## 2340 TA Y 4.343805 3.970292 0.000000 0.000000
## 2341 TA Y 0.000000 5.433722 0.000000 0.000000
## 2342 TA Y 4.990433 3.713572 0.000000 0.000000
## 2343 TA Y 5.262690 3.583519 0.000000 0.000000
## 2344 TA Y 5.484797 3.988984 0.000000 0.000000
## 2345 TA Y 0.000000 3.713572 0.000000 0.000000
## 2346 TA Y 0.000000 4.955827 0.000000 0.000000
## 2347 TA Y 0.000000 5.351858 0.000000 0.000000
## 2348 TA Y 5.220356 4.574711 0.000000 0.000000
## 2349 TA Y 0.000000 0.000000 0.000000 0.000000
## 2350 TA Y 5.129899 4.852030 0.000000 0.000000
## 2351 TA Y 0.000000 5.549076 0.000000 0.000000
## 2352 TA Y 4.727388 4.158883 0.000000 0.000000
## 2353 TA Y 5.267858 4.852030 0.000000 0.000000
## 2354 None Y 0.000000 4.919981 0.000000 0.000000
## 2355 None Y 0.000000 4.025352 0.000000 0.000000
## 2356 TA Y 0.000000 0.000000 0.000000 0.000000
## 2357 TA Y 0.000000 3.496508 0.000000 0.000000
## 2358 TA Y 4.976734 4.454347 0.000000 0.000000
## 2359 TA Y 5.831882 0.000000 0.000000 0.000000
## 2360 TA Y 5.262690 0.000000 0.000000 0.000000
## 2361 TA Y 5.241747 0.000000 0.000000 0.000000
## 2362 TA Y 0.000000 4.605170 0.000000 0.000000
## 2363 TA Y 4.919981 3.871201 0.000000 0.000000
## 2364 TA Y 6.122493 0.000000 0.000000 0.000000
## 2365 TA Y 5.081404 4.043051 0.000000 0.000000
## 2366 TA Y 0.000000 4.110874 0.000000 0.000000
## 2367 TA Y 0.000000 4.795791 0.000000 0.000000
## 2368 TA Y 0.000000 5.488938 0.000000 0.000000
## 2369 TA Y 0.000000 4.634729 0.000000 0.000000
## 2370 TA Y 0.000000 0.000000 0.000000 0.000000
## 2371 TA Y 0.000000 3.496508 0.000000 0.000000
## 2372 TA Y 5.176150 5.164786 0.000000 0.000000
## 2373 TA Y 0.000000 3.891820 0.000000 0.000000
## 2374 TA Y 4.997212 0.000000 3.610918 0.000000
## 2375 TA Y 0.000000 3.433987 0.000000 0.000000
## 2376 TA Y 5.198497 2.833213 0.000000 0.000000
## 2377 TA Y 5.587249 0.000000 0.000000 0.000000
## 2378 TA Y 0.000000 4.844187 0.000000 0.000000
## 2379 TA Y 0.000000 5.262690 0.000000 0.000000
## 2380 TA Y 5.081404 0.000000 0.000000 0.000000
## 2381 TA Y 0.000000 5.273000 0.000000 0.000000
## 2382 TA Y 5.313206 0.000000 0.000000 0.000000
## 2383 TA Y 5.252273 4.394449 0.000000 0.000000
## 2384 TA Y 5.463832 4.465908 0.000000 0.000000
## 2385 TA Y 5.416100 0.000000 0.000000 0.000000
## 2386 TA Y 0.000000 4.897840 0.000000 0.000000
## 2387 TA Y 4.488636 4.174387 0.000000 0.000000
## 2388 TA Y 0.000000 0.000000 0.000000 0.000000
## 2389 TA Y 0.000000 4.290459 0.000000 0.000000
## 2390 TA Y 4.859812 0.000000 0.000000 0.000000
## 2391 TA Y 5.141664 0.000000 0.000000 0.000000
## 2392 TA Y 0.000000 0.000000 0.000000 0.000000
## 2393 TA Y 0.000000 0.000000 0.000000 0.000000
## 2394 TA Y 5.262690 0.000000 0.000000 0.000000
## 2395 TA Y 0.000000 0.000000 0.000000 0.000000
## 2396 TA Y 0.000000 3.367296 4.442651 0.000000
## 2397 TA Y 0.000000 0.000000 0.000000 0.000000
## 2398 TA Y 5.652489 3.218876 0.000000 0.000000
## 2399 None N 0.000000 3.970292 0.000000 0.000000
## 2400 None N 0.000000 3.091042 0.000000 0.000000
## 2401 TA N 4.969813 0.000000 0.000000 0.000000
## 2402 TA Y 0.000000 0.000000 0.000000 0.000000
## 2403 TA Y 0.000000 0.000000 0.000000 0.000000
## 2404 TA Y 4.948760 3.713572 0.000000 0.000000
## 2405 TA Y 0.000000 0.000000 0.000000 0.000000
## 2406 TA Y 0.000000 0.000000 0.000000 5.393628
## 2407 TA Y 0.000000 0.000000 0.000000 0.000000
## 2408 TA Y 5.484797 0.000000 0.000000 0.000000
## 2409 TA Y 0.000000 0.000000 0.000000 0.000000
## 2410 TA Y 0.000000 0.000000 0.000000 0.000000
## 2411 TA Y 0.000000 3.555348 0.000000 0.000000
## 2412 TA Y 5.631212 4.418841 0.000000 0.000000
## 2413 TA Y 0.000000 0.000000 0.000000 0.000000
## 2414 TA Y 4.158883 0.000000 0.000000 0.000000
## 2415 TA Y 0.000000 0.000000 0.000000 0.000000
## 2416 TA N 0.000000 3.891820 0.000000 0.000000
## 2417 TA Y 0.000000 0.000000 0.000000 0.000000
## 2418 TA Y 5.030438 0.000000 0.000000 0.000000
## 2419 TA Y 0.000000 0.000000 0.000000 0.000000
## 2420 TA Y 4.406719 0.000000 0.000000 0.000000
## 2421 TA Y 5.420535 0.000000 0.000000 0.000000
## 2422 TA Y 0.000000 5.783825 0.000000 0.000000
## 2423 None N 5.446737 0.000000 0.000000 0.000000
## 2424 TA Y 5.303305 0.000000 0.000000 0.000000
## 2425 TA Y 0.000000 5.342334 5.673323 0.000000
## 2426 TA Y 0.000000 0.000000 0.000000 0.000000
## 2427 None N 0.000000 4.727388 0.000000 0.000000
## 2428 TA Y 6.133398 3.850148 0.000000 0.000000
## 2429 TA Y 0.000000 0.000000 0.000000 0.000000
## 2430 TA Y 0.000000 0.000000 0.000000 0.000000
## 2431 TA Y 0.000000 5.147494 0.000000 0.000000
## 2432 TA Y 0.000000 0.000000 0.000000 0.000000
## 2433 TA Y 0.000000 0.000000 0.000000 0.000000
## 2434 TA Y 0.000000 0.000000 0.000000 0.000000
## 2435 TA Y 0.000000 0.000000 0.000000 0.000000
## 2436 TA Y 0.000000 0.000000 0.000000 0.000000
## 2437 TA Y 4.077537 0.000000 0.000000 0.000000
## 2438 TA Y 3.218876 4.510860 5.081404 0.000000
## 2439 TA Y 0.000000 0.000000 4.762174 0.000000
## 2440 TA Y 0.000000 0.000000 5.170484 0.000000
## 2441 Fa N 0.000000 4.812184 3.044522 0.000000
## 2442 TA N 0.000000 0.000000 3.295837 0.000000
## 2443 TA Y 0.000000 0.000000 0.000000 0.000000
## 2444 TA Y 4.762174 3.295837 3.713572 0.000000
## 2445 Fa Y 0.000000 0.000000 4.574711 0.000000
## 2446 TA N 0.000000 0.000000 5.081404 0.000000
## 2447 TA Y 0.000000 0.000000 0.000000 0.000000
## 2448 TA Y 0.000000 0.000000 0.000000 0.000000
## 2449 Fa Y 5.638355 0.000000 4.969813 0.000000
## 2450 TA N 4.859812 4.644391 0.000000 0.000000
## 2451 TA Y 0.000000 3.496508 0.000000 0.000000
## 2452 TA N 0.000000 5.003946 5.017280 0.000000
## 2453 TA Y 0.000000 0.000000 0.000000 0.000000
## 2454 TA Y 0.000000 3.713572 0.000000 0.000000
## 2455 TA Y 0.000000 4.189655 0.000000 0.000000
## 2456 TA Y 0.000000 3.526361 0.000000 0.000000
## 2457 TA Y 0.000000 0.000000 5.262690 0.000000
## 2458 TA Y 0.000000 0.000000 0.000000 0.000000
## 2459 TA Y 0.000000 0.000000 4.919981 0.000000
## 2460 TA Y 5.420535 0.000000 4.442651 0.000000
## 2461 TA Y 0.000000 0.000000 0.000000 0.000000
## 2462 TA Y 5.164786 0.000000 4.574711 0.000000
## 2463 TA Y 3.258097 0.000000 0.000000 0.000000
## 2464 TA Y 0.000000 5.030438 0.000000 0.000000
## 2465 TA P 0.000000 4.007333 4.976734 0.000000
## 2466 TA Y 0.000000 0.000000 0.000000 0.000000
## 2467 TA Y 0.000000 0.000000 4.262680 0.000000
## 2468 Fa Y 0.000000 3.258097 4.356709 0.000000
## 2469 TA N 0.000000 0.000000 4.356709 0.000000
## 2470 TA Y 0.000000 4.709530 0.000000 0.000000
## 2471 TA Y 5.655992 0.000000 0.000000 0.000000
## 2472 TA N 0.000000 0.000000 5.141664 0.000000
## 2473 TA Y 0.000000 0.000000 0.000000 0.000000
## 2475 TA Y 6.257668 0.000000 0.000000 0.000000
## 2476 TA Y 0.000000 4.488636 0.000000 0.000000
## 2477 TA Y 3.713572 5.176150 0.000000 0.000000
## 2478 TA Y 4.532599 0.000000 4.488636 0.000000
## 2479 TA N 0.000000 0.000000 0.000000 0.000000
## 2480 TA Y 0.000000 0.000000 0.000000 0.000000
## 2481 TA Y 0.000000 4.510860 0.000000 0.000000
## 2482 TA Y 4.934474 0.000000 0.000000 0.000000
## 2483 TA Y 0.000000 0.000000 0.000000 0.000000
## 2484 TA Y 4.890349 0.000000 0.000000 0.000000
## 2485 TA Y 5.323010 0.000000 0.000000 0.000000
## 2486 TA Y 0.000000 0.000000 0.000000 0.000000
## 2487 TA Y 4.859812 6.347389 0.000000 0.000000
## 2488 TA Y 0.000000 0.000000 0.000000 0.000000
## 2489 TA Y 4.406719 0.000000 5.638355 0.000000
## 2491 TA Y 0.000000 0.000000 4.948760 0.000000
## 2492 TA Y 0.000000 4.356709 0.000000 0.000000
## 2493 TA Y 0.000000 3.761200 0.000000 0.000000
## 2494 TA P 0.000000 4.174387 0.000000 0.000000
## 2495 TA N 0.000000 0.000000 0.000000 0.000000
## 2496 TA Y 0.000000 4.158883 0.000000 0.000000
## 2497 TA Y 5.905362 0.000000 0.000000 0.000000
## 2498 TA Y 0.000000 0.000000 0.000000 0.000000
## 2499 TA N 0.000000 0.000000 4.110874 0.000000
## 2500 TA Y 0.000000 4.663439 0.000000 0.000000
## 2501 TA Y 0.000000 0.000000 0.000000 0.000000
## 2502 TA Y 0.000000 0.000000 4.234107 0.000000
## 2503 TA P 0.000000 0.000000 0.000000 0.000000
## 2504 TA P 0.000000 5.278115 6.920672 0.000000
## 2505 TA Y 5.313206 4.543295 0.000000 0.000000
## 2506 TA Y 5.323010 4.174387 0.000000 0.000000
## 2507 TA Y 4.919981 3.496508 0.000000 0.000000
## 2508 TA Y 5.262690 4.174387 0.000000 0.000000
## 2509 TA Y 4.976734 3.761200 0.000000 0.000000
## 2510 TA Y 4.976734 3.663562 0.000000 0.000000
## 2511 TA Y 0.000000 4.574711 0.000000 0.000000
## 2512 TA Y 5.105945 4.718499 0.000000 0.000000
## 2513 TA Y 4.691348 3.891820 0.000000 0.000000
## 2514 TA Y 6.472346 0.000000 0.000000 0.000000
## 2515 TA Y 0.000000 0.000000 0.000000 0.000000
## 2516 TA Y 4.962845 4.007333 0.000000 0.000000
## 2517 TA Y 5.549076 0.000000 0.000000 0.000000
## 2518 TA Y 5.726848 0.000000 0.000000 0.000000
## 2519 TA Y 5.313206 4.820282 0.000000 0.000000
## 2520 TA Y 0.000000 4.317488 0.000000 0.000000
## 2521 TA Y 0.000000 4.644391 0.000000 0.000000
## 2522 TA Y 5.267858 4.574711 0.000000 0.000000
## 2523 TA Y 0.000000 0.000000 0.000000 0.000000
## 2524 TA Y 4.852030 0.000000 0.000000 0.000000
## 2525 TA Y 0.000000 0.000000 0.000000 0.000000
## 2526 TA Y 0.000000 0.000000 0.000000 0.000000
## 2527 TA Y 0.000000 0.000000 0.000000 0.000000
## 2528 TA Y 0.000000 4.394449 0.000000 0.000000
## 2529 Ex Y 5.049856 0.000000 0.000000 0.000000
## 2530 TA Y 5.866468 0.000000 0.000000 0.000000
## 2531 TA Y 5.726848 4.736198 0.000000 0.000000
## 2532 TA Y 0.000000 4.795791 0.000000 0.000000
## 2533 TA Y 5.958425 4.158883 0.000000 0.000000
## 2534 TA Y 4.795791 3.583519 0.000000 0.000000
## 2535 TA Y 5.220356 4.804021 0.000000 0.000000
## 2536 TA Y 5.420535 3.496508 0.000000 0.000000
## 2537 TA Y 5.484797 4.442651 0.000000 0.000000
## 2538 TA Y 0.000000 3.583519 0.000000 0.000000
## 2539 TA Y 4.615121 3.737670 0.000000 0.000000
## 2540 TA Y 0.000000 3.178054 0.000000 0.000000
## 2541 TA Y 4.615121 3.433987 0.000000 0.000000
## 2542 TA Y 0.000000 3.713572 0.000000 0.000000
## 2543 TA Y 6.006353 0.000000 0.000000 0.000000
## 2544 TA P 0.000000 0.000000 0.000000 0.000000
## 2545 TA N 0.000000 0.000000 3.784190 0.000000
## 2546 TA P 0.000000 0.000000 0.000000 0.000000
## 2547 Fa Y 5.433722 0.000000 0.000000 0.000000
## 2548 Gd Y 0.000000 0.000000 0.000000 0.000000
## 2549 TA Y 0.000000 4.454347 0.000000 0.000000
## 2550 TA Y 6.304449 6.184149 0.000000 0.000000
## 2551 TA Y 0.000000 3.806662 0.000000 0.000000
## 2552 TA Y 4.976734 0.000000 3.583519 0.000000
## 2553 None N 0.000000 0.000000 0.000000 0.000000
## 2554 None N 4.779123 0.000000 0.000000 0.000000
## 2555 TA Y 0.000000 0.000000 4.442651 0.000000
## 2556 TA Y 0.000000 0.000000 5.283204 0.000000
## 2557 TA N 5.283204 0.000000 0.000000 0.000000
## 2558 None Y 0.000000 6.610696 5.484797 0.000000
## 2559 TA Y 0.000000 0.000000 4.174387 0.000000
## 2560 TA P 5.379897 0.000000 5.129899 0.000000
## 2561 TA Y 0.000000 0.000000 0.000000 0.000000
## 2562 TA Y 5.220356 0.000000 0.000000 0.000000
## 2563 TA N 0.000000 0.000000 4.762174 0.000000
## 2564 TA Y 5.676754 0.000000 4.110874 0.000000
## 2565 TA Y 5.164786 3.218876 4.795791 0.000000
## 2566 TA Y 0.000000 3.713572 0.000000 0.000000
## 2567 TA Y 0.000000 0.000000 0.000000 0.000000
## 2568 TA Y 0.000000 4.330733 6.371612 0.000000
## 2569 TA Y 0.000000 0.000000 5.379897 0.000000
## 2570 TA Y 5.198497 0.000000 0.000000 0.000000
## 2571 TA Y 5.030438 0.000000 0.000000 0.000000
## 2572 TA Y 4.912655 0.000000 0.000000 0.000000
## 2573 TA Y 0.000000 4.990433 0.000000 0.000000
## 2574 Gd Y 5.379897 4.174387 5.135798 0.000000
## 2575 TA Y 0.000000 0.000000 3.433987 0.000000
## 2576 None N 0.000000 0.000000 0.000000 5.176150
## 2578 Fa N 0.000000 0.000000 4.574711 0.000000
## 2579 Fa N 3.891820 0.000000 0.000000 0.000000
## 2580 None N 0.000000 0.000000 4.897840 0.000000
## 2581 TA Y 0.000000 6.098074 0.000000 0.000000
## 2582 Po N 5.043425 0.000000 3.761200 4.465908
## 2583 TA Y 4.820282 0.000000 0.000000 0.000000
## 2584 TA Y 4.442651 0.000000 5.407172 0.000000
## 2585 TA Y 5.129899 3.912023 0.000000 0.000000
## 2586 TA Y 0.000000 4.976734 0.000000 0.000000
## 2587 TA Y 4.744932 3.135494 0.000000 0.000000
## 2588 TA Y 5.262690 4.442651 0.000000 0.000000
## 2589 TA Y 5.267858 0.000000 0.000000 0.000000
## 2590 TA Y 5.484797 0.000000 0.000000 0.000000
## 2591 TA Y 5.616771 0.000000 0.000000 0.000000
## 2592 TA Y 4.615121 3.688879 0.000000 0.000000
## 2593 TA Y 4.890349 0.000000 0.000000 0.000000
## 2594 TA Y 5.451038 0.000000 0.000000 0.000000
## 2595 TA Y 5.549076 3.367296 0.000000 0.000000
## 2596 TA Y 5.308268 4.174387 0.000000 0.000000
## 2597 TA Y 0.000000 3.583519 0.000000 0.000000
## 2598 TA Y 4.969813 3.496508 0.000000 0.000000
## 2599 TA Y 5.081404 3.610918 0.000000 0.000000
## 2600 TA N 6.182085 5.587249 0.000000 0.000000
## 2601 TA Y 0.000000 3.713572 0.000000 0.000000
## 2602 TA Y 0.000000 0.000000 0.000000 0.000000
## 2603 TA Y 4.727388 4.584967 0.000000 0.000000
## 2604 None Y 0.000000 4.174387 0.000000 0.000000
## 2605 TA Y 0.000000 0.000000 0.000000 0.000000
## 2606 TA Y 5.308268 4.204693 0.000000 0.000000
## 2607 TA Y 7.261927 0.000000 0.000000 0.000000
## 2608 TA P 6.538140 4.510860 0.000000 0.000000
## 2609 TA Y 0.000000 4.919981 0.000000 0.000000
## 2610 None Y 4.867534 0.000000 0.000000 0.000000
## 2611 Fa Y 5.030438 3.663562 0.000000 0.000000
## 2612 TA Y 0.000000 3.806662 0.000000 0.000000
## 2613 TA Y 5.802118 0.000000 0.000000 0.000000
## 2614 TA Y 4.948760 0.000000 0.000000 0.000000
## 2615 TA Y 5.638355 0.000000 0.000000 0.000000
## 2616 TA Y 0.000000 0.000000 0.000000 0.000000
## 2617 TA Y 0.000000 0.000000 0.000000 0.000000
## 2618 TA Y 0.000000 5.247024 0.000000 0.000000
## 2619 TA Y 0.000000 4.990433 0.000000 0.000000
## 2620 TA Y 6.045005 4.290459 0.000000 0.000000
## 2621 TA Y 0.000000 4.442651 0.000000 0.000000
## 2622 TA Y 5.659482 4.762174 0.000000 0.000000
## 2623 TA Y 0.000000 4.787492 0.000000 0.000000
## 2624 TA Y 5.472271 3.663562 0.000000 0.000000
## 2625 TA Y 5.129899 2.564949 0.000000 0.000000
## 2626 TA Y 0.000000 3.295837 0.000000 0.000000
## 2627 TA Y 4.795791 4.262680 0.000000 0.000000
## 2628 TA Y 5.209486 3.637586 0.000000 0.000000
## 2629 TA Y 5.323010 3.555348 0.000000 0.000000
## 2630 TA Y 5.509388 3.688879 0.000000 0.000000
## 2631 TA Y 5.525453 0.000000 0.000000 0.000000
## 2632 TA Y 5.609472 4.634729 0.000000 0.000000
## 2633 TA Y 5.056246 4.025352 0.000000 0.000000
## 2634 TA Y 5.863631 4.634729 0.000000 0.000000
## 2635 TA Y 4.948760 3.135494 0.000000 0.000000
## 2636 TA Y 5.993961 4.663439 0.000000 0.000000
## 2637 TA Y 6.098074 0.000000 3.713572 0.000000
## 2638 TA Y 0.000000 5.509388 0.000000 0.000000
## 2639 TA Y 3.891820 3.367296 0.000000 0.000000
## 2640 TA Y 5.690359 4.442651 0.000000 0.000000
## 2641 TA Y 4.158883 0.000000 0.000000 0.000000
## 2642 TA Y 5.283204 4.234107 0.000000 0.000000
## 2643 TA Y 0.000000 0.000000 0.000000 0.000000
## 2644 TA Y 0.000000 3.610918 0.000000 0.000000
## 2645 TA Y 0.000000 0.000000 0.000000 0.000000
## 2646 TA Y 0.000000 0.000000 0.000000 0.000000
## 2647 TA Y 5.866468 0.000000 0.000000 0.000000
## 2648 TA Y 0.000000 4.025352 0.000000 0.000000
## 2649 TA Y 0.000000 0.000000 5.484797 0.000000
## 2650 TA Y 0.000000 3.401197 0.000000 0.000000
## 2651 TA Y 0.000000 3.367296 0.000000 0.000000
## 2652 TA Y 0.000000 0.000000 0.000000 0.000000
## 2653 TA Y 0.000000 0.000000 0.000000 0.000000
## 2654 TA Y 0.000000 3.784190 0.000000 0.000000
## 2655 TA Y 5.872118 4.043051 0.000000 0.000000
## 2656 TA Y 5.003946 4.564348 0.000000 0.000000
## 2657 TA Y 5.273000 4.442651 0.000000 0.000000
## 2658 TA Y 5.497168 4.962845 0.000000 0.000000
## 2659 TA Y 5.176150 4.174387 0.000000 0.000000
## 2660 TA Y 4.795791 3.555348 0.000000 0.000000
## 2661 TA Y 5.323010 3.912023 0.000000 0.000000
## 2662 TA Y 4.976734 4.234107 0.000000 0.000000
## 2663 TA Y 5.129899 4.852030 0.000000 0.000000
## 2664 TA Y 5.283204 4.043051 0.000000 0.000000
## 2665 TA Y 5.587249 4.615121 0.000000 0.000000
## 2666 TA Y 5.433722 4.330733 0.000000 0.000000
## 2667 TA Y 0.000000 3.218876 0.000000 0.000000
## 2668 TA Y 0.000000 3.496508 0.000000 0.000000
## 2669 TA Y 4.615121 0.000000 0.000000 0.000000
## 2670 TA Y 4.795791 3.850148 0.000000 0.000000
## 2671 TA Y 4.615121 3.496508 0.000000 0.000000
## 2672 TA Y 4.615121 2.833213 0.000000 0.000000
## 2673 TA Y 4.875197 3.433987 0.000000 0.000000
## 2674 TA Y 4.969813 3.044522 0.000000 0.000000
## 2675 TA Y 4.510860 0.000000 0.000000 0.000000
## 2676 TA Y 4.615121 3.891820 0.000000 0.000000
## 2677 TA Y 0.000000 0.000000 0.000000 0.000000
## 2678 TA Y 5.993961 3.828641 0.000000 0.000000
## 2679 TA Y 5.351858 3.465736 0.000000 0.000000
## 2680 TA Y 0.000000 3.931826 0.000000 0.000000
## 2681 TA Y 5.513429 4.025352 0.000000 0.000000
## 2682 TA Y 5.730100 5.135798 5.129899 0.000000
## 2683 TA Y 6.769642 4.465908 0.000000 0.000000
## 2684 TA Y 5.303305 4.564348 0.000000 0.000000
## 2685 TA Y 6.070738 4.919981 0.000000 0.000000
## 2686 TA Y 5.303305 4.262680 0.000000 0.000000
## 2687 TA Y 0.000000 5.484797 5.303305 0.000000
## 2688 TA Y 4.976734 0.000000 0.000000 0.000000
## 2689 TA Y 0.000000 4.110874 0.000000 0.000000
## 2690 TA Y 0.000000 5.583496 0.000000 0.000000
## ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold
## 1461 4.795791 0.000000 None MnPrv None 0.000000 6 2010
## 1462 0.000000 0.000000 None None Gar2 9.433564 6 2010
## 1463 0.000000 0.000000 None MnPrv None 0.000000 3 2010
## 1464 0.000000 0.000000 None None None 0.000000 6 2010
## 1465 4.976734 0.000000 None None None 0.000000 1 2010
## 1466 0.000000 0.000000 None None None 0.000000 4 2010
## 1467 0.000000 0.000000 None GdPrv Shed 6.216606 3 2010
## 1468 0.000000 0.000000 None None None 0.000000 5 2010
## 1469 0.000000 0.000000 None None None 0.000000 2 2010
## 1470 0.000000 0.000000 None MnPrv None 0.000000 4 2010
## 1471 0.000000 0.000000 None None None 0.000000 6 2010
## 1472 0.000000 0.000000 None None None 0.000000 2 2010
## 1473 0.000000 0.000000 None None None 0.000000 3 2010
## 1474 0.000000 0.000000 None None None 0.000000 6 2010
## 1475 0.000000 0.000000 None None None 0.000000 6 2010
## 1476 0.000000 0.000000 None None None 0.000000 1 2010
## 1477 0.000000 0.000000 None None None 0.000000 6 2010
## 1478 0.000000 0.000000 None None None 0.000000 6 2010
## 1479 0.000000 0.000000 None None None 0.000000 2 2010
## 1480 0.000000 0.000000 None None None 0.000000 6 2010
## 1481 0.000000 0.000000 None None None 0.000000 6 2010
## 1482 0.000000 0.000000 None None None 0.000000 4 2010
## 1483 0.000000 0.000000 None None None 0.000000 1 2010
## 1484 0.000000 0.000000 None None None 0.000000 1 2010
## 1485 0.000000 0.000000 None None None 0.000000 6 2010
## 1486 0.000000 0.000000 None None None 0.000000 4 2010
## 1487 5.549076 0.000000 None None None 0.000000 1 2010
## 1488 0.000000 0.000000 None None None 0.000000 5 2010
## 1489 0.000000 0.000000 None None None 0.000000 4 2010
## 1490 5.379897 0.000000 None None None 0.000000 5 2010
## 1491 0.000000 0.000000 None None None 0.000000 4 2010
## 1492 0.000000 0.000000 None None None 0.000000 4 2010
## 1493 0.000000 0.000000 None GdPrv None 0.000000 4 2010
## 1494 0.000000 0.000000 None None None 0.000000 6 2010
## 1495 0.000000 0.000000 None None None 0.000000 6 2010
## 1496 0.000000 0.000000 None None None 0.000000 3 2010
## 1497 0.000000 0.000000 None None None 0.000000 1 2010
## 1498 0.000000 0.000000 None None None 0.000000 4 2010
## 1499 0.000000 0.000000 None None None 0.000000 2 2010
## 1500 0.000000 0.000000 None None None 0.000000 5 2010
## 1501 0.000000 0.000000 None None None 0.000000 5 2010
## 1502 0.000000 0.000000 None None None 0.000000 6 2010
## 1503 0.000000 0.000000 None None None 0.000000 4 2010
## 1504 0.000000 0.000000 None None None 0.000000 4 2010
## 1505 0.000000 0.000000 None None None 0.000000 4 2010
## 1506 0.000000 0.000000 None None None 0.000000 5 2010
## 1507 0.000000 0.000000 None None None 0.000000 3 2010
## 1508 0.000000 0.000000 None None None 0.000000 4 2010
## 1509 0.000000 0.000000 None GdWo None 0.000000 6 2010
## 1510 0.000000 0.000000 None None None 0.000000 4 2010
## 1511 0.000000 0.000000 None None None 0.000000 4 2010
## 1512 5.323010 0.000000 None GdPrv None 0.000000 4 2010
## 1513 0.000000 0.000000 None None None 0.000000 5 2010
## 1514 0.000000 0.000000 None None None 0.000000 1 2010
## 1515 0.000000 0.000000 None GdWo None 0.000000 3 2010
## 1516 0.000000 0.000000 None None None 0.000000 1 2010
## 1517 0.000000 0.000000 None None Shed 7.313887 1 2010
## 1518 0.000000 0.000000 None None None 0.000000 3 2010
## 1519 0.000000 0.000000 None MnPrv Shed 5.707110 2 2010
## 1520 0.000000 0.000000 None GdPrv None 0.000000 5 2010
## 1521 0.000000 0.000000 None None None 0.000000 5 2010
## 1522 5.081404 0.000000 None GdWo None 0.000000 6 2010
## 1523 0.000000 0.000000 None None None 0.000000 2 2010
## 1524 0.000000 0.000000 None None None 0.000000 5 2010
## 1525 0.000000 0.000000 None GdWo None 0.000000 6 2010
## 1526 0.000000 0.000000 None None None 0.000000 4 2010
## 1527 0.000000 0.000000 None None None 0.000000 4 2010
## 1528 0.000000 0.000000 None GdWo None 0.000000 5 2010
## 1529 0.000000 0.000000 None None None 0.000000 6 2010
## 1530 5.484797 0.000000 None None None 0.000000 5 2010
## 1531 0.000000 0.000000 None None None 0.000000 1 2010
## 1532 0.000000 0.000000 None MnPrv None 0.000000 5 2010
## 1533 0.000000 0.000000 None None None 0.000000 6 2010
## 1534 0.000000 0.000000 None None None 0.000000 1 2010
## 1535 0.000000 0.000000 None None None 0.000000 6 2010
## 1536 0.000000 0.000000 None None None 0.000000 3 2010
## 1537 0.000000 0.000000 None None None 0.000000 6 2010
## 1538 0.000000 0.000000 None None None 0.000000 4 2010
## 1539 0.000000 0.000000 None None None 0.000000 4 2010
## 1540 0.000000 0.000000 None None None 0.000000 6 2010
## 1541 0.000000 0.000000 None None None 0.000000 6 2010
## 1542 0.000000 0.000000 None MnPrv None 0.000000 3 2010
## 1543 0.000000 0.000000 None None None 0.000000 5 2010
## 1544 0.000000 0.000000 None MnPrv None 0.000000 4 2010
## 1545 0.000000 0.000000 None MnPrv None 0.000000 4 2010
## 1546 0.000000 0.000000 None None None 0.000000 3 2010
## 1547 5.003946 0.000000 None None None 0.000000 3 2010
## 1548 0.000000 0.000000 None None None 0.000000 3 2010
## 1549 0.000000 0.000000 None None None 0.000000 5 2010
## 1550 0.000000 0.000000 None MnPrv None 0.000000 3 2010
## 1551 0.000000 0.000000 None None None 0.000000 3 2010
## 1552 0.000000 0.000000 None GdPrv None 0.000000 6 2010
## 1553 5.129899 0.000000 None None None 0.000000 5 2010
## 1554 0.000000 0.000000 None GdPrv None 0.000000 2 2010
## 1555 0.000000 0.000000 None None None 0.000000 5 2010
## 1557 0.000000 0.000000 None None None 0.000000 2 2010
## 1558 0.000000 0.000000 None MnPrv None 0.000000 3 2010
## 1559 0.000000 0.000000 None None None 0.000000 3 2010
## 1560 0.000000 0.000000 None None None 0.000000 6 2010
## 1561 0.000000 0.000000 None None None 0.000000 5 2010
## 1562 0.000000 0.000000 None None None 0.000000 6 2010
## 1563 0.000000 0.000000 None None None 0.000000 5 2010
## 1564 0.000000 0.000000 None None None 0.000000 5 2010
## 1565 0.000000 0.000000 None MnPrv None 0.000000 3 2010
## 1566 0.000000 0.000000 None None None 0.000000 4 2010
## 1567 0.000000 0.000000 None None None 0.000000 6 2010
## 1568 0.000000 0.000000 None None None 0.000000 5 2010
## 1569 0.000000 0.000000 None None Shed 6.111467 6 2010
## 1570 0.000000 0.000000 None MnPrv None 0.000000 6 2010
## 1571 0.000000 0.000000 None MnPrv None 0.000000 6 2010
## 1572 0.000000 0.000000 None None None 0.000000 6 2010
## 1573 0.000000 0.000000 None None None 0.000000 1 2010
## 1574 0.000000 0.000000 None None None 0.000000 6 2010
## 1575 5.587249 0.000000 None MnPrv None 0.000000 6 2010
## 1576 0.000000 0.000000 None None None 0.000000 5 2010
## 1577 0.000000 0.000000 None None None 0.000000 3 2010
## 1578 0.000000 0.000000 None None None 0.000000 3 2010
## 1579 0.000000 0.000000 None GdPrv None 0.000000 7 2010
## 1580 0.000000 0.000000 None None None 0.000000 4 2010
## 1581 0.000000 0.000000 None MnPrv None 0.000000 6 2010
## 1582 0.000000 0.000000 None MnPrv None 0.000000 6 2010
## 1583 0.000000 0.000000 None None None 0.000000 5 2010
## 1584 0.000000 0.000000 None None None 0.000000 4 2010
## 1585 0.000000 0.000000 None None None 0.000000 4 2010
## 1586 0.000000 0.000000 None None None 0.000000 4 2010
## 1587 0.000000 0.000000 None MnPrv None 0.000000 1 2010
## 1588 0.000000 0.000000 None MnPrv None 0.000000 6 2010
## 1589 5.081404 0.000000 None None None 0.000000 6 2010
## 1590 0.000000 0.000000 None None None 0.000000 6 2010
## 1591 0.000000 0.000000 None MnPrv None 0.000000 5 2010
## 1592 0.000000 0.000000 None MnPrv None 0.000000 5 2010
## 1593 5.117994 0.000000 None None None 0.000000 3 2010
## 1594 0.000000 0.000000 None None Shed 6.216606 2 2010
## 1595 0.000000 0.000000 None None None 0.000000 5 2010
## 1596 0.000000 0.000000 None None None 0.000000 7 2010
## 1597 0.000000 0.000000 None None None 0.000000 3 2010
## 1598 0.000000 0.000000 None None None 0.000000 6 2010
## 1599 0.000000 0.000000 None None None 0.000000 4 2010
## 1600 0.000000 0.000000 None None None 0.000000 3 2010
## 1601 0.000000 0.000000 None None None 0.000000 4 2010
## 1602 5.303305 0.000000 None MnPrv None 0.000000 4 2010
## 1603 0.000000 0.000000 None None None 0.000000 6 2010
## 1604 5.049856 0.000000 None None None 0.000000 5 2010
## 1605 0.000000 0.000000 None None None 0.000000 5 2010
## 1606 0.000000 0.000000 None GdPrv Shed 4.394449 5 2010
## 1607 0.000000 0.000000 None None None 0.000000 3 2010
## 1608 0.000000 0.000000 None None None 0.000000 5 2010
## 1609 0.000000 0.000000 None None None 0.000000 1 2010
## 1610 0.000000 0.000000 None None None 0.000000 4 2010
## 1611 0.000000 0.000000 None None None 0.000000 6 2010
## 1612 0.000000 0.000000 None None None 0.000000 3 2010
## 1613 0.000000 0.000000 None None None 0.000000 6 2010
## 1614 4.691348 0.000000 None None None 0.000000 5 2010
## 1615 0.000000 0.000000 None None None 0.000000 3 2010
## 1616 0.000000 0.000000 None None None 0.000000 6 2010
## 1617 0.000000 0.000000 None None None 0.000000 6 2010
## 1618 0.000000 0.000000 None None None 0.000000 6 2010
## 1619 0.000000 0.000000 None MnPrv None 0.000000 4 2010
## 1620 0.000000 0.000000 None None Shed 6.398595 2 2010
## 1621 0.000000 0.000000 None GdWo None 0.000000 3 2010
## 1622 0.000000 0.000000 None None None 0.000000 4 2010
## 1623 0.000000 0.000000 None GdWo None 0.000000 2 2010
## 1624 0.000000 0.000000 None None None 0.000000 3 2010
## 1625 0.000000 0.000000 None None None 0.000000 10 2009
## 1626 0.000000 0.000000 None None None 0.000000 6 2009
## 1627 0.000000 0.000000 None None None 0.000000 7 2009
## 1628 0.000000 0.000000 None None None 0.000000 8 2009
## 1629 0.000000 0.000000 None None Shed 6.196444 6 2009
## 1630 0.000000 0.000000 None None None 0.000000 11 2009
## 1631 0.000000 0.000000 None None None 0.000000 7 2009
## 1632 0.000000 0.000000 None None None 0.000000 9 2009
## 1633 0.000000 0.000000 None None None 0.000000 2 2009
## 1634 0.000000 0.000000 None None None 0.000000 10 2009
## 1635 0.000000 0.000000 None None None 0.000000 7 2009
## 1636 0.000000 0.000000 None None None 0.000000 11 2009
## 1637 5.303305 0.000000 None None None 0.000000 7 2009
## 1638 0.000000 0.000000 None None None 0.000000 5 2009
## 1639 0.000000 0.000000 None None None 0.000000 8 2009
## 1640 0.000000 0.000000 None None None 0.000000 8 2009
## 1641 0.000000 0.000000 None None None 0.000000 5 2009
## 1642 0.000000 0.000000 None None None 0.000000 6 2009
## 1643 0.000000 0.000000 None None None 0.000000 3 2009
## 1644 0.000000 0.000000 None None None 0.000000 10 2009
## 1645 6.196444 0.000000 None None None 0.000000 6 2009
## 1646 0.000000 0.000000 None GdWo None 0.000000 4 2009
## 1647 0.000000 0.000000 None None None 0.000000 8 2009
## 1648 0.000000 0.000000 None None None 0.000000 3 2009
## 1649 0.000000 0.000000 None None None 0.000000 7 2009
## 1650 0.000000 0.000000 None GdPrv None 0.000000 9 2009
## 1651 0.000000 0.000000 None GdWo None 0.000000 7 2009
## 1652 0.000000 0.000000 None None None 0.000000 7 2009
## 1653 0.000000 0.000000 None None None 0.000000 7 2009
## 1654 0.000000 0.000000 None None None 0.000000 9 2009
## 1655 0.000000 0.000000 None None None 0.000000 8 2009
## 1656 0.000000 0.000000 None None None 0.000000 5 2009
## 1657 0.000000 0.000000 None None None 0.000000 7 2009
## 1658 0.000000 0.000000 None None None 0.000000 4 2009
## 1659 0.000000 0.000000 None None None 0.000000 10 2009
## 1660 0.000000 0.000000 None None Shed 7.090910 7 2009
## 1661 0.000000 0.000000 None None None 0.000000 6 2009
## 1662 0.000000 0.000000 None None None 0.000000 7 2009
## 1663 0.000000 0.000000 None None None 0.000000 5 2009
## 1664 0.000000 0.000000 None None None 0.000000 3 2009
## 1665 0.000000 0.000000 None None None 0.000000 7 2009
## 1666 0.000000 0.000000 None None None 0.000000 4 2009
## 1667 0.000000 0.000000 None None None 0.000000 6 2009
## 1668 0.000000 0.000000 None None None 0.000000 6 2009
## 1669 0.000000 0.000000 None None None 0.000000 2 2009
## 1670 0.000000 0.000000 None None None 0.000000 3 2009
## 1671 0.000000 0.000000 None None None 0.000000 6 2009
## 1672 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1673 0.000000 0.000000 None None None 0.000000 6 2009
## 1674 0.000000 0.000000 None None None 0.000000 7 2009
## 1675 0.000000 0.000000 None None None 0.000000 8 2009
## 1676 0.000000 0.000000 None None None 0.000000 3 2009
## 1677 0.000000 0.000000 None None None 0.000000 5 2009
## 1678 0.000000 0.000000 None None None 0.000000 2 2009
## 1679 0.000000 0.000000 None None None 0.000000 7 2009
## 1680 0.000000 0.000000 None None None 0.000000 5 2009
## 1681 0.000000 0.000000 None None None 0.000000 4 2009
## 1682 0.000000 0.000000 None None None 0.000000 9 2009
## 1683 0.000000 0.000000 None None None 0.000000 11 2009
## 1684 0.000000 0.000000 None None None 0.000000 6 2009
## 1685 0.000000 0.000000 None None None 0.000000 7 2009
## 1686 0.000000 0.000000 None None None 0.000000 8 2009
## 1687 0.000000 0.000000 None None None 0.000000 8 2009
## 1688 0.000000 0.000000 None None None 0.000000 9 2009
## 1689 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1690 0.000000 0.000000 None None None 0.000000 6 2009
## 1691 0.000000 0.000000 None None None 0.000000 5 2009
## 1692 0.000000 0.000000 None None None 0.000000 7 2009
## 1693 0.000000 0.000000 None None None 0.000000 5 2009
## 1694 0.000000 0.000000 None None None 0.000000 6 2009
## 1695 0.000000 0.000000 None None None 0.000000 3 2009
## 1696 0.000000 0.000000 None None None 0.000000 5 2009
## 1697 0.000000 0.000000 None None None 0.000000 6 2009
## 1698 0.000000 0.000000 None None None 0.000000 9 2009
## 1699 0.000000 0.000000 None None None 0.000000 6 2009
## 1700 0.000000 0.000000 None None None 0.000000 11 2009
## 1701 0.000000 0.000000 None None None 0.000000 10 2009
## 1702 0.000000 0.000000 None None None 0.000000 9 2009
## 1703 0.000000 0.000000 None None None 0.000000 9 2009
## 1704 0.000000 0.000000 None None None 0.000000 3 2009
## 1705 0.000000 0.000000 None None None 0.000000 9 2009
## 1706 0.000000 0.000000 None GdPrv None 0.000000 10 2009
## 1707 0.000000 0.000000 None None None 0.000000 10 2009
## 1708 0.000000 0.000000 None None None 0.000000 5 2009
## 1709 0.000000 0.000000 None None None 0.000000 5 2009
## 1710 0.000000 0.000000 None None None 0.000000 6 2009
## 1711 0.000000 0.000000 None None None 0.000000 7 2009
## 1712 0.000000 0.000000 None None None 0.000000 10 2009
## 1713 0.000000 0.000000 None None None 0.000000 3 2009
## 1714 0.000000 0.000000 None None None 0.000000 8 2009
## 1715 0.000000 0.000000 None None None 0.000000 3 2009
## 1716 0.000000 0.000000 None None None 0.000000 4 2009
## 1717 0.000000 0.000000 None None None 0.000000 6 2009
## 1718 0.000000 0.000000 None None None 0.000000 8 2009
## 1719 0.000000 0.000000 None None None 0.000000 1 2009
## 1720 0.000000 0.000000 None None None 0.000000 1 2009
## 1721 0.000000 0.000000 None None None 0.000000 5 2009
## 1722 0.000000 0.000000 None None None 0.000000 8 2009
## 1723 0.000000 0.000000 None None None 0.000000 6 2009
## 1724 0.000000 0.000000 None None None 0.000000 2 2009
## 1725 0.000000 0.000000 None None None 0.000000 4 2009
## 1726 5.129899 0.000000 None None None 0.000000 11 2009
## 1727 0.000000 0.000000 None None None 0.000000 2 2009
## 1728 0.000000 0.000000 None None None 0.000000 10 2009
## 1729 0.000000 0.000000 None None None 0.000000 7 2009
## 1730 0.000000 0.000000 None None None 0.000000 5 2009
## 1731 0.000000 0.000000 None MnPrv None 0.000000 11 2009
## 1732 0.000000 0.000000 None None None 0.000000 6 2009
## 1733 0.000000 0.000000 None None None 0.000000 7 2009
## 1734 0.000000 0.000000 None MnPrv None 0.000000 5 2009
## 1735 0.000000 0.000000 None GdWo None 0.000000 10 2009
## 1736 0.000000 0.000000 None None None 0.000000 10 2009
## 1737 0.000000 0.000000 None MnPrv None 0.000000 4 2009
## 1738 0.000000 0.000000 None GdPrv None 0.000000 7 2009
## 1739 0.000000 0.000000 None None None 0.000000 7 2009
## 1740 0.000000 0.000000 None None None 0.000000 1 2009
## 1741 0.000000 0.000000 None None None 0.000000 3 2009
## 1742 0.000000 0.000000 None None None 0.000000 8 2009
## 1743 0.000000 0.000000 None None None 0.000000 9 2009
## 1744 0.000000 0.000000 None None None 0.000000 6 2009
## 1745 0.000000 0.000000 None None None 0.000000 6 2009
## 1746 0.000000 0.000000 None None None 0.000000 1 2009
## 1747 0.000000 0.000000 None None None 0.000000 6 2009
## 1748 5.129899 0.000000 None None None 0.000000 5 2009
## 1749 0.000000 0.000000 None None Shed 6.478510 8 2009
## 1750 0.000000 0.000000 None MnPrv None 0.000000 8 2009
## 1751 5.056246 0.000000 None None None 0.000000 11 2009
## 1752 0.000000 0.000000 None GdPrv None 0.000000 6 2009
## 1753 0.000000 0.000000 None None None 0.000000 3 2009
## 1754 5.283204 0.000000 None None None 0.000000 5 2009
## 1755 0.000000 0.000000 None None None 0.000000 5 2009
## 1756 0.000000 0.000000 None GdWo None 0.000000 8 2009
## 1757 0.000000 0.000000 None None None 0.000000 9 2009
## 1758 0.000000 0.000000 None MnPrv None 0.000000 5 2009
## 1759 0.000000 0.000000 None None None 0.000000 7 2009
## 1760 4.804021 0.000000 None MnPrv None 0.000000 2 2009
## 1761 4.532599 0.000000 None None None 0.000000 7 2009
## 1762 0.000000 0.000000 None MnPrv None 0.000000 6 2009
## 1763 0.000000 0.000000 None None None 0.000000 9 2009
## 1764 0.000000 0.000000 None MnPrv None 0.000000 2 2009
## 1765 0.000000 0.000000 None MnPrv None 0.000000 4 2009
## 1766 5.666427 0.000000 None GdPrv None 0.000000 4 2009
## 1767 5.837730 0.000000 None GdWo None 0.000000 7 2009
## 1768 0.000000 0.000000 None None None 0.000000 6 2009
## 1769 0.000000 0.000000 None None None 0.000000 8 2009
## 1770 0.000000 0.000000 None None None 0.000000 6 2009
## 1771 0.000000 0.000000 None GdWo None 0.000000 11 2009
## 1772 0.000000 0.000000 None GdWo None 0.000000 7 2009
## 1773 0.000000 0.000000 None None None 0.000000 11 2009
## 1774 0.000000 0.000000 None None None 0.000000 12 2009
## 1775 0.000000 0.000000 None None None 0.000000 2 2009
## 1776 5.545177 0.000000 None None None 0.000000 10 2009
## 1777 0.000000 0.000000 None None None 0.000000 8 2009
## 1778 0.000000 0.000000 None MnPrv None 0.000000 3 2009
## 1779 0.000000 0.000000 None MnPrv None 0.000000 8 2009
## 1780 0.000000 0.000000 None GdWo None 0.000000 12 2009
## 1781 0.000000 0.000000 None GdWo None 0.000000 8 2009
## 1782 0.000000 0.000000 None None None 0.000000 8 2009
## 1783 0.000000 0.000000 None None None 0.000000 8 2009
## 1784 4.718499 0.000000 None None None 0.000000 5 2009
## 1785 4.727388 0.000000 None GdWo None 0.000000 12 2009
## 1786 0.000000 0.000000 None None None 0.000000 6 2009
## 1787 0.000000 0.000000 None None None 0.000000 8 2009
## 1788 0.000000 0.000000 None None None 0.000000 6 2009
## 1789 0.000000 0.000000 None None None 0.000000 6 2009
## 1790 0.000000 0.000000 None None None 0.000000 11 2009
## 1791 0.000000 0.000000 None None None 0.000000 8 2009
## 1792 5.379897 0.000000 None GdWo None 0.000000 6 2009
## 1793 0.000000 0.000000 None MnPrv None 0.000000 5 2009
## 1794 0.000000 0.000000 None None Shed 6.111467 9 2009
## 1795 0.000000 0.000000 None None None 0.000000 4 2009
## 1796 0.000000 0.000000 None None None 0.000000 4 2009
## 1797 5.446737 0.000000 None None None 0.000000 12 2009
## 1798 0.000000 0.000000 None GdWo None 0.000000 3 2009
## 1799 0.000000 0.000000 None None None 0.000000 9 2009
## 1800 0.000000 0.000000 None GdWo None 0.000000 7 2009
## 1801 0.000000 0.000000 None None None 0.000000 8 2009
## 1802 0.000000 0.000000 None None None 0.000000 8 2009
## 1803 0.000000 0.000000 None None None 0.000000 3 2009
## 1804 0.000000 0.000000 None None None 0.000000 11 2009
## 1805 0.000000 0.000000 None None None 0.000000 4 2009
## 1806 0.000000 0.000000 None None None 0.000000 6 2009
## 1807 0.000000 0.000000 None None None 0.000000 6 2009
## 1808 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1809 0.000000 0.000000 None None None 0.000000 3 2009
## 1810 5.209486 0.000000 None MnPrv None 0.000000 10 2009
## 1811 0.000000 0.000000 None None None 0.000000 10 2009
## 1812 0.000000 0.000000 None None None 0.000000 7 2009
## 1813 0.000000 0.000000 None MnPrv None 0.000000 3 2009
## 1814 0.000000 0.000000 None None None 0.000000 11 2009
## 1815 0.000000 0.000000 None None None 0.000000 10 2009
## 1816 0.000000 0.000000 None GdWo None 0.000000 2 2009
## 1817 0.000000 0.000000 None None None 0.000000 6 2009
## 1818 0.000000 0.000000 None None None 0.000000 6 2009
## 1819 0.000000 0.000000 None None None 0.000000 5 2009
## 1820 0.000000 0.000000 None None None 0.000000 6 2009
## 1821 0.000000 0.000000 None None None 0.000000 9 2009
## 1822 0.000000 0.000000 None MnPrv None 0.000000 9 2009
## 1823 0.000000 0.000000 None None None 0.000000 9 2009
## 1824 0.000000 0.000000 None GdWo None 0.000000 9 2009
## 1825 0.000000 0.000000 None None None 0.000000 5 2009
## 1826 0.000000 0.000000 None None None 0.000000 6 2009
## 1827 0.000000 0.000000 None MnPrv None 0.000000 3 2009
## 1828 0.000000 0.000000 None None None 0.000000 2 2009
## 1829 0.000000 0.000000 None None None 0.000000 8 2009
## 1830 0.000000 0.000000 None None None 0.000000 6 2009
## 1831 0.000000 0.000000 None None Shed 5.993961 6 2009
## 1832 0.000000 0.000000 None None None 0.000000 9 2009
## 1833 0.000000 0.000000 None MnPrv None 0.000000 8 2009
## 1834 0.000000 0.000000 None None None 0.000000 2 2009
## 1835 0.000000 0.000000 None None None 0.000000 5 2009
## 1836 0.000000 0.000000 None None None 0.000000 8 2009
## 1837 5.081404 0.000000 None None None 0.000000 7 2009
## 1838 0.000000 0.000000 None None None 0.000000 2 2009
## 1839 0.000000 0.000000 None None None 0.000000 9 2009
## 1840 0.000000 0.000000 None None None 0.000000 3 2009
## 1841 0.000000 0.000000 None None None 0.000000 7 2009
## 1842 0.000000 0.000000 None None None 0.000000 3 2009
## 1843 0.000000 0.000000 None None None 0.000000 4 2009
## 1844 0.000000 0.000000 None None None 0.000000 6 2009
## 1845 0.000000 0.000000 None None None 0.000000 7 2009
## 1846 4.948760 0.000000 None MnPrv None 0.000000 3 2009
## 1847 0.000000 0.000000 None None None 0.000000 10 2009
## 1848 0.000000 0.000000 None None None 0.000000 6 2009
## 1849 4.709530 0.000000 None None None 0.000000 10 2009
## 1850 0.000000 0.000000 None GdPrv None 0.000000 2 2009
## 1851 0.000000 0.000000 None None None 0.000000 7 2009
## 1852 0.000000 0.000000 None MnPrv None 0.000000 9 2009
## 1853 0.000000 0.000000 None None None 0.000000 2 2009
## 1854 0.000000 0.000000 None None None 0.000000 7 2009
## 1855 0.000000 0.000000 None None Shed 6.398595 9 2009
## 1856 0.000000 0.000000 None MnPrv None 0.000000 8 2009
## 1857 0.000000 0.000000 None None None 0.000000 6 2009
## 1858 0.000000 0.000000 None None None 0.000000 6 2009
## 1859 0.000000 0.000000 None GdPrv None 0.000000 6 2009
## 1860 0.000000 0.000000 None None None 0.000000 6 2009
## 1861 0.000000 0.000000 None None None 0.000000 6 2009
## 1862 0.000000 0.000000 None None None 0.000000 10 2009
## 1863 0.000000 0.000000 None None None 0.000000 10 2009
## 1864 0.000000 0.000000 None None None 0.000000 10 2009
## 1865 0.000000 0.000000 None None None 0.000000 7 2009
## 1866 0.000000 0.000000 None None None 0.000000 11 2009
## 1867 0.000000 0.000000 None None None 0.000000 6 2009
## 1868 0.000000 0.000000 None None None 0.000000 4 2009
## 1869 0.000000 0.000000 None None None 0.000000 5 2009
## 1870 0.000000 0.000000 None None None 0.000000 3 2009
## 1871 0.000000 0.000000 None None None 0.000000 3 2009
## 1872 0.000000 0.000000 None None None 0.000000 7 2009
## 1873 0.000000 0.000000 None None None 0.000000 6 2009
## 1874 4.532599 0.000000 None None None 0.000000 10 2009
## 1875 0.000000 0.000000 None GdPrv None 0.000000 12 2009
## 1876 0.000000 0.000000 None None None 0.000000 4 2009
## 1877 0.000000 0.000000 None None None 0.000000 4 2009
## 1878 5.129899 0.000000 None None None 0.000000 7 2009
## 1879 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1880 0.000000 0.000000 None None None 0.000000 10 2009
## 1881 0.000000 0.000000 None None None 0.000000 9 2009
## 1882 0.000000 0.000000 None None None 0.000000 6 2009
## 1883 0.000000 0.000000 None None None 0.000000 11 2009
## 1884 0.000000 0.000000 None None None 0.000000 5 2009
## 1885 0.000000 0.000000 None None None 0.000000 6 2009
## 1886 0.000000 0.000000 None None None 0.000000 6 2009
## 1887 4.770685 0.000000 None None None 0.000000 8 2009
## 1888 5.278115 0.000000 None None None 0.000000 1 2009
## 1889 0.000000 0.000000 None None None 0.000000 7 2009
## 1890 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1891 0.000000 0.000000 None None None 0.000000 4 2009
## 1892 0.000000 0.000000 None MnPrv None 0.000000 3 2009
## 1893 0.000000 0.000000 None None Shed 6.803505 6 2009
## 1894 0.000000 0.000000 None None None 0.000000 8 2009
## 1895 0.000000 0.000000 None None None 0.000000 5 2009
## 1896 0.000000 0.000000 None None None 0.000000 9 2009
## 1897 0.000000 0.000000 None None None 0.000000 7 2009
## 1898 0.000000 0.000000 None None None 0.000000 3 2009
## 1899 0.000000 0.000000 None None None 0.000000 10 2009
## 1900 5.278115 0.000000 None MnPrv None 0.000000 5 2009
## 1901 0.000000 0.000000 None GdPrv None 0.000000 2 2009
## 1902 4.753590 0.000000 None MnPrv None 0.000000 6 2009
## 1903 0.000000 0.000000 None None None 0.000000 7 2009
## 1904 0.000000 0.000000 None MnPrv None 0.000000 10 2009
## 1905 4.795791 0.000000 None None None 0.000000 5 2009
## 1906 0.000000 0.000000 None None None 0.000000 10 2009
## 1907 0.000000 0.000000 None None None 0.000000 1 2009
## 1908 0.000000 0.000000 None GdPrv None 0.000000 5 2009
## 1909 0.000000 0.000000 None GdPrv None 0.000000 10 2009
## 1910 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1911 0.000000 0.000000 None None Shed 7.313887 4 2009
## 1912 0.000000 0.000000 None GdPrv None 0.000000 7 2009
## 1913 0.000000 0.000000 None None None 0.000000 12 2009
## 1914 0.000000 0.000000 None None None 0.000000 5 2009
## 1915 0.000000 0.000000 None None None 0.000000 6 2009
## 1917 0.000000 0.000000 None None None 0.000000 5 2009
## 1918 0.000000 0.000000 None MnPrv None 0.000000 4 2009
## 1919 4.795791 0.000000 None GdWo None 0.000000 11 2009
## 1920 0.000000 0.000000 None None None 0.000000 4 2009
## 1921 0.000000 0.000000 None None None 0.000000 7 2009
## 1922 0.000000 0.000000 None None None 0.000000 1 2009
## 1923 0.000000 0.000000 None None Shed 7.824446 2 2009
## 1924 0.000000 0.000000 None None None 0.000000 7 2009
## 1925 0.000000 0.000000 None None None 0.000000 2 2009
## 1926 0.000000 0.000000 None None None 0.000000 5 2009
## 1927 0.000000 0.000000 None MnPrv None 0.000000 4 2009
## 1928 0.000000 0.000000 None None None 0.000000 3 2009
## 1929 0.000000 0.000000 None MnPrv None 0.000000 7 2009
## 1930 0.000000 0.000000 None None Shed 6.552508 8 2009
## 1931 0.000000 0.000000 None GdPrv None 0.000000 6 2009
## 1932 0.000000 0.000000 None None None 0.000000 7 2009
## 1933 0.000000 0.000000 None MnPrv None 0.000000 4 2009
## 1934 0.000000 0.000000 None None None 0.000000 4 2008
## 1935 0.000000 0.000000 None None None 0.000000 10 2008
## 1936 0.000000 0.000000 None None None 0.000000 5 2008
## 1937 0.000000 0.000000 None None None 0.000000 11 2008
## 1938 0.000000 0.000000 None None None 0.000000 11 2008
## 1939 0.000000 0.000000 None None None 0.000000 7 2008
## 1940 4.976734 0.000000 None None None 0.000000 8 2008
## 1941 0.000000 0.000000 None None None 0.000000 4 2008
## 1942 0.000000 0.000000 None GdPrv None 0.000000 9 2008
## 1943 0.000000 0.000000 None None None 0.000000 4 2008
## 1944 0.000000 0.000000 None None None 0.000000 7 2008
## 1945 0.000000 0.000000 None None None 0.000000 9 2008
## 1947 0.000000 0.000000 None None None 0.000000 7 2008
## 1948 0.000000 0.000000 None None None 0.000000 7 2008
## 1949 4.955827 0.000000 None None None 0.000000 6 2008
## 1950 0.000000 0.000000 None None None 0.000000 7 2008
## 1951 0.000000 0.000000 None None None 0.000000 8 2008
## 1952 0.000000 0.000000 None None None 0.000000 3 2008
## 1953 0.000000 0.000000 None MnPrv None 0.000000 11 2008
## 1954 0.000000 0.000000 None None None 0.000000 3 2008
## 1955 0.000000 0.000000 None None None 0.000000 6 2008
## 1956 5.342334 0.000000 None MnPrv None 0.000000 12 2008
## 1957 0.000000 0.000000 None GdWo None 0.000000 4 2008
## 1958 0.000000 0.000000 None GdPrv None 0.000000 6 2008
## 1959 0.000000 0.000000 None None None 0.000000 6 2008
## 1960 0.000000 0.000000 None None None 0.000000 9 2008
## 1961 0.000000 0.000000 None None None 0.000000 5 2008
## 1962 0.000000 0.000000 None None None 0.000000 2 2008
## 1963 0.000000 0.000000 None None None 0.000000 4 2008
## 1964 0.000000 0.000000 None None None 0.000000 12 2008
## 1965 0.000000 0.000000 None None None 0.000000 5 2008
## 1966 0.000000 0.000000 None None None 0.000000 9 2008
## 1967 0.000000 0.000000 None None None 0.000000 1 2008
## 1968 0.000000 0.000000 None None None 0.000000 8 2008
## 1969 0.000000 0.000000 None None None 0.000000 5 2008
## 1970 0.000000 0.000000 None None None 0.000000 10 2008
## 1971 5.262690 0.000000 None None None 0.000000 6 2008
## 1972 0.000000 0.000000 None None None 0.000000 8 2008
## 1973 0.000000 0.000000 None None None 0.000000 6 2008
## 1974 0.000000 0.000000 None None None 0.000000 7 2008
## 1975 5.379897 4.976734 Ex None None 0.000000 2 2008
## 1976 0.000000 0.000000 None None None 0.000000 6 2008
## 1977 0.000000 0.000000 None None None 0.000000 1 2008
## 1978 0.000000 0.000000 None None None 0.000000 7 2008
## 1979 0.000000 0.000000 None None None 0.000000 11 2008
## 1980 0.000000 0.000000 None None None 0.000000 6 2008
## 1981 0.000000 0.000000 None None None 0.000000 6 2008
## 1982 0.000000 0.000000 None None None 0.000000 6 2008
## 1983 0.000000 0.000000 None None None 0.000000 2 2008
## 1984 0.000000 0.000000 None None None 0.000000 10 2008
## 1985 4.976734 0.000000 None None None 0.000000 8 2008
## 1986 0.000000 0.000000 None None None 0.000000 5 2008
## 1987 0.000000 0.000000 None None None 0.000000 3 2008
## 1988 0.000000 0.000000 None None None 0.000000 7 2008
## 1989 0.000000 0.000000 None None None 0.000000 7 2008
## 1990 0.000000 0.000000 None None None 0.000000 5 2008
## 1991 0.000000 0.000000 None None None 0.000000 11 2008
## 1992 0.000000 0.000000 None None None 0.000000 7 2008
## 1993 0.000000 0.000000 None None None 0.000000 4 2008
## 1994 0.000000 0.000000 None None None 0.000000 5 2008
## 1995 0.000000 0.000000 None None None 0.000000 5 2008
## 1996 0.000000 0.000000 None None None 0.000000 9 2008
## 1997 0.000000 0.000000 None None None 0.000000 6 2008
## 1998 0.000000 0.000000 None None None 0.000000 7 2008
## 1999 0.000000 0.000000 None None None 0.000000 6 2008
## 2000 0.000000 0.000000 None None None 0.000000 6 2008
## 2001 0.000000 0.000000 None None None 0.000000 7 2008
## 2002 0.000000 0.000000 None None None 0.000000 5 2008
## 2003 0.000000 0.000000 None None None 0.000000 7 2008
## 2004 0.000000 0.000000 None None None 0.000000 2 2008
## 2005 0.000000 0.000000 None None None 0.000000 8 2008
## 2006 0.000000 0.000000 None None None 0.000000 7 2008
## 2007 0.000000 0.000000 None None None 0.000000 6 2008
## 2008 0.000000 0.000000 None None None 0.000000 4 2008
## 2009 0.000000 0.000000 None None None 0.000000 7 2008
## 2010 0.000000 0.000000 None None None 0.000000 7 2008
## 2011 0.000000 0.000000 None None None 0.000000 6 2008
## 2012 0.000000 0.000000 None None None 0.000000 3 2008
## 2013 0.000000 0.000000 None None None 0.000000 4 2008
## 2014 0.000000 0.000000 None None None 0.000000 10 2008
## 2015 0.000000 0.000000 None None Shed 7.601402 11 2008
## 2016 0.000000 0.000000 None None None 0.000000 9 2008
## 2017 0.000000 0.000000 None None None 0.000000 5 2008
## 2018 0.000000 0.000000 None MnPrv Shed 5.993961 8 2008
## 2019 0.000000 0.000000 None None None 0.000000 7 2008
## 2020 0.000000 0.000000 None None None 0.000000 4 2008
## 2021 0.000000 0.000000 None None Shed 6.478510 1 2008
## 2022 0.000000 0.000000 None None None 0.000000 7 2008
## 2023 0.000000 0.000000 None GdPrv None 0.000000 7 2008
## 2024 5.283204 0.000000 None None None 0.000000 6 2008
## 2025 0.000000 0.000000 None None None 0.000000 6 2008
## 2026 0.000000 0.000000 None None None 0.000000 6 2008
## 2027 0.000000 0.000000 None None None 0.000000 5 2008
## 2028 0.000000 0.000000 None None None 0.000000 3 2008
## 2029 0.000000 0.000000 None None None 0.000000 4 2008
## 2030 0.000000 0.000000 None None None 0.000000 7 2008
## 2031 0.000000 0.000000 None None None 0.000000 7 2008
## 2032 0.000000 0.000000 None None None 0.000000 9 2008
## 2033 0.000000 0.000000 None None None 0.000000 6 2008
## 2034 0.000000 0.000000 None None None 0.000000 6 2008
## 2035 0.000000 0.000000 None None None 0.000000 6 2008
## 2036 0.000000 0.000000 None None None 0.000000 12 2008
## 2037 0.000000 0.000000 None None None 0.000000 12 2008
## 2038 4.553877 0.000000 None None None 0.000000 2 2008
## 2039 0.000000 0.000000 None None None 0.000000 8 2008
## 2040 0.000000 0.000000 None None None 0.000000 6 2008
## 2041 0.000000 0.000000 None GdWo None 0.000000 5 2008
## 2042 0.000000 0.000000 None None None 0.000000 4 2008
## 2043 5.379897 0.000000 None None None 0.000000 5 2008
## 2044 5.262690 0.000000 None GdWo None 0.000000 10 2008
## 2045 0.000000 0.000000 None None Shed 6.111467 8 2008
## 2046 0.000000 0.000000 None None None 0.000000 8 2008
## 2047 0.000000 0.000000 None None None 0.000000 6 2008
## 2048 0.000000 0.000000 None None None 0.000000 7 2008
## 2049 0.000000 0.000000 None None None 0.000000 11 2008
## 2050 0.000000 0.000000 None None None 0.000000 5 2008
## 2051 5.303305 0.000000 None GdWo None 0.000000 3 2008
## 2052 5.105945 0.000000 None None None 0.000000 5 2008
## 2053 0.000000 0.000000 None MnPrv None 0.000000 8 2008
## 2054 0.000000 0.000000 None None None 0.000000 9 2008
## 2055 0.000000 0.000000 None MnPrv None 0.000000 2 2008
## 2056 0.000000 0.000000 None None None 0.000000 9 2008
## 2057 0.000000 0.000000 None MnPrv None 0.000000 6 2008
## 2058 0.000000 0.000000 None MnPrv None 0.000000 8 2008
## 2059 4.564348 0.000000 None None None 0.000000 5 2008
## 2060 5.549076 0.000000 None None None 0.000000 6 2008
## 2061 0.000000 0.000000 None None None 0.000000 5 2008
## 2062 0.000000 0.000000 None None None 0.000000 4 2008
## 2063 0.000000 0.000000 None MnPrv None 0.000000 5 2008
## 2064 0.000000 0.000000 None None None 0.000000 5 2008
## 2065 0.000000 0.000000 None GdWo None 0.000000 7 2008
## 2066 0.000000 0.000000 None None Shed 7.313887 9 2008
## 2067 0.000000 0.000000 None None None 0.000000 10 2008
## 2068 0.000000 0.000000 None None None 0.000000 1 2008
## 2069 0.000000 0.000000 None GdPrv None 0.000000 8 2008
## 2070 0.000000 0.000000 None None None 0.000000 5 2008
## 2071 0.000000 0.000000 None None None 0.000000 7 2008
## 2072 0.000000 0.000000 None GdWo None 0.000000 6 2008
## 2073 0.000000 0.000000 None GdWo Shed 6.111467 6 2008
## 2074 0.000000 0.000000 None MnPrv Othr 8.779711 4 2008
## 2075 0.000000 0.000000 None None None 0.000000 6 2008
## 2076 0.000000 0.000000 None None None 0.000000 2 2008
## 2077 0.000000 0.000000 None None None 0.000000 5 2008
## 2078 0.000000 0.000000 None None None 0.000000 11 2008
## 2079 0.000000 0.000000 None GdWo None 0.000000 9 2008
## 2080 0.000000 0.000000 None GdWo None 0.000000 6 2008
## 2081 0.000000 0.000000 None MnWw None 0.000000 4 2008
## 2082 0.000000 0.000000 None None None 0.000000 11 2008
## 2083 0.000000 0.000000 None None None 0.000000 3 2008
## 2084 0.000000 0.000000 None None None 0.000000 7 2008
## 2085 0.000000 0.000000 None None None 0.000000 5 2008
## 2086 0.000000 0.000000 None None None 0.000000 12 2008
## 2087 0.000000 0.000000 None None None 0.000000 7 2008
## 2088 0.000000 0.000000 None None None 0.000000 1 2008
## 2089 0.000000 0.000000 None MnPrv None 0.000000 8 2008
## 2090 0.000000 0.000000 None None None 0.000000 6 2008
## 2091 0.000000 0.000000 None None None 0.000000 6 2008
## 2092 0.000000 0.000000 None None None 0.000000 5 2008
## 2093 0.000000 0.000000 None None None 0.000000 6 2008
## 2094 0.000000 0.000000 None None None 0.000000 2 2008
## 2095 0.000000 0.000000 None None None 0.000000 5 2008
## 2096 0.000000 0.000000 None None None 0.000000 9 2008
## 2097 0.000000 0.000000 None None None 0.000000 9 2008
## 2098 0.000000 0.000000 None None None 0.000000 6 2008
## 2099 0.000000 0.000000 None None None 0.000000 3 2008
## 2100 0.000000 0.000000 None MnPrv None 0.000000 12 2008
## 2101 0.000000 0.000000 None None None 0.000000 2 2008
## 2102 0.000000 0.000000 None MnPrv None 0.000000 3 2008
## 2103 0.000000 0.000000 None None None 0.000000 5 2008
## 2104 0.000000 0.000000 None None None 0.000000 4 2008
## 2105 0.000000 0.000000 None None None 0.000000 2 2008
## 2106 0.000000 0.000000 None None None 0.000000 11 2008
## 2107 0.000000 0.000000 None None None 0.000000 12 2008
## 2108 0.000000 0.000000 None None None 0.000000 6 2008
## 2109 0.000000 0.000000 None None None 0.000000 5 2008
## 2110 0.000000 0.000000 None GdPrv None 0.000000 7 2008
## 2111 0.000000 0.000000 None None None 0.000000 8 2008
## 2112 0.000000 0.000000 None None None 0.000000 7 2008
## 2113 0.000000 0.000000 None None None 0.000000 5 2008
## 2114 0.000000 0.000000 None MnPrv Shed 5.993961 4 2008
## 2115 0.000000 0.000000 None GdPrv None 0.000000 7 2008
## 2116 0.000000 0.000000 None None None 0.000000 7 2008
## 2117 0.000000 0.000000 None GdPrv None 0.000000 5 2008
## 2118 0.000000 0.000000 None None None 0.000000 4 2008
## 2119 0.000000 0.000000 None None None 0.000000 4 2008
## 2120 0.000000 0.000000 None MnPrv None 0.000000 4 2008
## 2122 0.000000 0.000000 None None None 0.000000 8 2008
## 2123 0.000000 0.000000 None None None 0.000000 6 2008
## 2124 0.000000 0.000000 None MnPrv None 0.000000 1 2008
## 2125 0.000000 0.000000 None None None 0.000000 10 2008
## 2126 0.000000 0.000000 None None None 0.000000 3 2008
## 2127 0.000000 0.000000 None MnPrv Shed 6.908755 9 2008
## 2128 0.000000 0.000000 None None None 0.000000 6 2008
## 2129 0.000000 0.000000 None None None 0.000000 7 2008
## 2130 0.000000 0.000000 None None None 0.000000 5 2008
## 2131 0.000000 0.000000 None None None 0.000000 11 2008
## 2132 0.000000 0.000000 None None None 0.000000 4 2008
## 2133 0.000000 0.000000 None None None 0.000000 7 2008
## 2134 0.000000 0.000000 None MnPrv None 0.000000 8 2008
## 2135 0.000000 0.000000 None None None 0.000000 8 2008
## 2136 0.000000 0.000000 None None None 0.000000 5 2008
## 2137 0.000000 0.000000 None None None 0.000000 9 2008
## 2138 4.174387 0.000000 None MnPrv None 0.000000 5 2008
## 2139 0.000000 0.000000 None None None 0.000000 12 2008
## 2140 0.000000 0.000000 None MnPrv Shed 6.398595 7 2008
## 2141 0.000000 0.000000 None GdWo None 0.000000 5 2008
## 2142 0.000000 0.000000 None MnPrv None 0.000000 3 2008
## 2143 0.000000 0.000000 None None None 0.000000 3 2008
## 2144 0.000000 0.000000 None None None 0.000000 1 2008
## 2145 0.000000 0.000000 None None None 0.000000 5 2008
## 2146 0.000000 0.000000 None None None 0.000000 6 2008
## 2147 0.000000 0.000000 None None None 0.000000 12 2008
## 2148 0.000000 0.000000 None MnPrv None 0.000000 6 2008
## 2149 0.000000 0.000000 None MnPrv None 0.000000 6 2008
## 2150 0.000000 0.000000 None None None 0.000000 4 2008
## 2151 0.000000 0.000000 None None None 0.000000 1 2008
## 2153 6.357842 0.000000 None MnPrv None 0.000000 7 2008
## 2154 0.000000 0.000000 None None None 0.000000 4 2008
## 2155 0.000000 0.000000 None GdWo None 0.000000 11 2008
## 2156 5.379897 0.000000 None GdPrv None 0.000000 6 2008
## 2157 0.000000 0.000000 None None None 0.000000 4 2008
## 2158 0.000000 0.000000 None None None 0.000000 12 2008
## 2159 0.000000 0.000000 None None None 0.000000 2 2008
## 2160 0.000000 0.000000 None None None 0.000000 3 2008
## 2161 0.000000 0.000000 None None None 0.000000 5 2008
## 2162 5.545177 0.000000 None None None 0.000000 6 2008
## 2163 0.000000 0.000000 None None None 0.000000 12 2008
## 2164 0.000000 0.000000 None None None 0.000000 2 2008
## 2165 0.000000 0.000000 None None None 0.000000 3 2008
## 2166 0.000000 0.000000 None None None 0.000000 8 2008
## 2167 0.000000 0.000000 None None None 0.000000 5 2008
## 2168 0.000000 0.000000 None None None 0.000000 7 2008
## 2169 0.000000 0.000000 None None None 0.000000 6 2008
## 2170 0.000000 0.000000 None None Shed 8.412055 5 2008
## 2171 0.000000 0.000000 None None None 0.000000 5 2008
## 2172 0.000000 0.000000 None MnPrv None 0.000000 9 2008
## 2173 5.429346 0.000000 None None None 0.000000 8 2008
## 2174 0.000000 0.000000 None None None 0.000000 6 2008
## 2175 0.000000 0.000000 None None None 0.000000 1 2008
## 2176 0.000000 0.000000 None None None 0.000000 6 2008
## 2177 0.000000 0.000000 None None None 0.000000 8 2008
## 2178 0.000000 0.000000 None None None 0.000000 6 2008
## 2179 0.000000 0.000000 None None None 0.000000 2 2008
## 2180 0.000000 0.000000 None None None 0.000000 7 2008
## 2181 0.000000 0.000000 None None None 0.000000 6 2008
## 2182 0.000000 0.000000 None None None 0.000000 2 2008
## 2183 0.000000 0.000000 None None None 0.000000 6 2008
## 2184 5.087596 0.000000 None MnPrv None 0.000000 4 2008
## 2185 0.000000 0.000000 None None None 0.000000 4 2008
## 2186 0.000000 0.000000 None None None 0.000000 5 2008
## 2187 0.000000 0.000000 None None None 0.000000 11 2008
## 2188 0.000000 0.000000 None MnPrv None 0.000000 2 2008
## 2190 0.000000 0.000000 None None None 0.000000 6 2008
## 2191 0.000000 0.000000 None None None 0.000000 7 2008
## 2192 0.000000 0.000000 None None None 0.000000 5 2008
## 2193 0.000000 0.000000 None None None 0.000000 1 2008
## 2194 0.000000 0.000000 None None None 0.000000 4 2008
## 2195 0.000000 0.000000 None MnPrv Gar2 8.006701 5 2008
## 2196 0.000000 0.000000 None None None 0.000000 11 2008
## 2197 0.000000 0.000000 None None None 0.000000 6 2008
## 2198 0.000000 0.000000 None None None 0.000000 4 2008
## 2199 0.000000 0.000000 None None None 0.000000 7 2008
## 2200 5.262690 0.000000 None MnPrv None 0.000000 7 2008
## 2201 0.000000 0.000000 None None Shed 5.993961 1 2008
## 2202 0.000000 0.000000 None GdPrv None 0.000000 6 2008
## 2203 0.000000 0.000000 None None None 0.000000 6 2008
## 2204 0.000000 0.000000 None None None 0.000000 7 2008
## 2205 4.615121 0.000000 None None None 0.000000 3 2008
## 2206 5.402677 0.000000 None MnPrv None 0.000000 5 2008
## 2207 0.000000 0.000000 None None None 0.000000 6 2008
## 2208 0.000000 0.000000 None None None 0.000000 4 2008
## 2209 0.000000 0.000000 None MnPrv None 0.000000 4 2008
## 2210 0.000000 0.000000 None GdPrv None 0.000000 12 2008
## 2211 0.000000 0.000000 None MnPrv None 0.000000 7 2008
## 2212 0.000000 0.000000 None None None 0.000000 7 2008
## 2213 0.000000 0.000000 None None None 0.000000 7 2008
## 2214 4.615121 0.000000 None MnPrv None 0.000000 7 2008
## 2215 0.000000 0.000000 None None None 0.000000 5 2008
## 2216 0.000000 0.000000 None None None 0.000000 1 2008
## 2218 0.000000 0.000000 None None None 0.000000 7 2008
## 2219 0.000000 0.000000 None None None 0.000000 5 2008
## 2220 0.000000 0.000000 None None None 0.000000 6 2008
## 2221 0.000000 0.000000 None None None 0.000000 8 2008
## 2222 5.049856 0.000000 None None None 0.000000 7 2008
## 2223 0.000000 0.000000 None None None 0.000000 9 2008
## 2224 0.000000 0.000000 None None None 0.000000 9 2008
## 2225 0.000000 0.000000 None None None 0.000000 11 2008
## 2226 0.000000 0.000000 None None None 0.000000 7 2008
## 2227 0.000000 0.000000 None None None 0.000000 7 2008
## 2228 0.000000 0.000000 None None None 0.000000 4 2008
## 2229 0.000000 0.000000 None None None 0.000000 1 2008
## 2230 0.000000 0.000000 None None None 0.000000 4 2008
## 2231 0.000000 0.000000 None None None 0.000000 10 2008
## 2232 0.000000 0.000000 None None None 0.000000 7 2008
## 2233 0.000000 0.000000 None None None 0.000000 3 2008
## 2234 0.000000 0.000000 None None None 0.000000 6 2008
## 2235 0.000000 0.000000 None None None 0.000000 12 2008
## 2236 0.000000 0.000000 None None None 0.000000 1 2008
## 2237 0.000000 0.000000 None None None 0.000000 6 2008
## 2238 0.000000 0.000000 None None None 0.000000 11 2008
## 2239 0.000000 0.000000 None None None 0.000000 2 2008
## 2240 0.000000 0.000000 None None None 0.000000 4 2008
## 2241 5.147494 0.000000 None None None 0.000000 11 2008
## 2242 0.000000 0.000000 None None None 0.000000 6 2008
## 2243 0.000000 0.000000 None None None 0.000000 5 2008
## 2244 0.000000 0.000000 None None None 0.000000 6 2008
## 2245 0.000000 0.000000 None GdWo None 0.000000 7 2008
## 2246 0.000000 0.000000 None GdWo Shed 6.216606 2 2008
## 2247 0.000000 0.000000 None None None 0.000000 3 2008
## 2248 0.000000 0.000000 None GdWo None 0.000000 4 2008
## 2249 0.000000 0.000000 None None None 0.000000 7 2008
## 2250 0.000000 0.000000 None None None 0.000000 4 2008
## 2252 0.000000 0.000000 None None None 0.000000 3 2007
## 2253 0.000000 0.000000 None None None 0.000000 3 2007
## 2254 0.000000 0.000000 None MnPrv None 0.000000 3 2007
## 2255 0.000000 0.000000 None None None 0.000000 4 2007
## 2256 0.000000 0.000000 None None None 0.000000 8 2007
## 2257 0.000000 0.000000 None None None 0.000000 8 2007
## 2258 0.000000 0.000000 None None None 0.000000 8 2007
## 2259 0.000000 0.000000 None None None 0.000000 7 2007
## 2260 0.000000 0.000000 None MnPrv None 0.000000 3 2007
## 2261 4.912655 0.000000 None None None 0.000000 10 2007
## 2262 0.000000 0.000000 None None None 0.000000 8 2007
## 2263 0.000000 0.000000 None None None 0.000000 7 2007
## 2264 5.777652 0.000000 None None None 0.000000 6 2007
## 2265 0.000000 0.000000 None None None 0.000000 11 2007
## 2266 0.000000 0.000000 None None None 0.000000 3 2007
## 2267 0.000000 0.000000 None None None 0.000000 1 2007
## 2268 5.164786 0.000000 None None None 0.000000 10 2007
## 2269 0.000000 0.000000 None None None 0.000000 4 2007
## 2270 0.000000 0.000000 None None None 0.000000 3 2007
## 2271 0.000000 0.000000 None None None 0.000000 9 2007
## 2272 0.000000 0.000000 None None None 0.000000 3 2007
## 2273 0.000000 0.000000 None MnPrv None 0.000000 8 2007
## 2274 0.000000 0.000000 None None None 0.000000 8 2007
## 2275 0.000000 0.000000 None None None 0.000000 9 2007
## 2276 0.000000 0.000000 None None None 0.000000 2 2007
## 2277 0.000000 0.000000 None None None 0.000000 11 2007
## 2278 0.000000 0.000000 None GdWo None 0.000000 9 2007
## 2279 0.000000 0.000000 None None None 0.000000 10 2007
## 2280 0.000000 0.000000 None GdWo None 0.000000 7 2007
## 2281 0.000000 0.000000 None None None 0.000000 7 2007
## 2282 0.000000 0.000000 None None None 0.000000 10 2007
## 2283 0.000000 0.000000 None None None 0.000000 2 2007
## 2284 0.000000 0.000000 None None None 0.000000 12 2007
## 2285 0.000000 0.000000 None None None 0.000000 4 2007
## 2286 0.000000 0.000000 None None None 0.000000 11 2007
## 2287 0.000000 0.000000 None None None 0.000000 8 2007
## 2288 0.000000 0.000000 None None None 0.000000 6 2007
## 2289 0.000000 0.000000 None None None 0.000000 11 2007
## 2290 0.000000 0.000000 None None None 0.000000 12 2007
## 2291 0.000000 0.000000 None None None 0.000000 3 2007
## 2292 5.170484 0.000000 None None None 0.000000 8 2007
## 2293 0.000000 0.000000 None None None 0.000000 10 2007
## 2294 0.000000 0.000000 None None None 0.000000 5 2007
## 2295 0.000000 0.000000 None None None 0.000000 8 2007
## 2296 0.000000 0.000000 None None None 0.000000 6 2007
## 2297 0.000000 0.000000 None None None 0.000000 9 2007
## 2298 0.000000 0.000000 None None None 0.000000 6 2007
## 2299 0.000000 0.000000 None None None 0.000000 8 2007
## 2300 0.000000 0.000000 None None None 0.000000 1 2007
## 2301 0.000000 0.000000 None None None 0.000000 8 2007
## 2302 0.000000 0.000000 None None None 0.000000 5 2007
## 2303 0.000000 0.000000 None None None 0.000000 1 2007
## 2304 0.000000 0.000000 None None None 0.000000 2 2007
## 2305 0.000000 0.000000 None None None 0.000000 8 2007
## 2306 0.000000 0.000000 None None None 0.000000 5 2007
## 2307 0.000000 0.000000 None None None 0.000000 6 2007
## 2308 0.000000 0.000000 None None None 0.000000 5 2007
## 2309 0.000000 0.000000 None None None 0.000000 5 2007
## 2310 0.000000 0.000000 None None None 0.000000 9 2007
## 2311 0.000000 0.000000 None None None 0.000000 3 2007
## 2312 0.000000 0.000000 None None None 0.000000 5 2007
## 2313 0.000000 0.000000 None None None 0.000000 6 2007
## 2314 0.000000 0.000000 None None None 0.000000 5 2007
## 2315 0.000000 0.000000 None None None 0.000000 3 2007
## 2316 0.000000 0.000000 None None None 0.000000 6 2007
## 2317 0.000000 0.000000 None None Shed 7.601402 6 2007
## 2318 0.000000 0.000000 None None None 0.000000 12 2007
## 2319 0.000000 0.000000 None None None 0.000000 7 2007
## 2320 0.000000 0.000000 None None None 0.000000 8 2007
## 2321 0.000000 0.000000 None None None 0.000000 11 2007
## 2322 0.000000 0.000000 None None None 0.000000 8 2007
## 2323 0.000000 0.000000 None None None 0.000000 4 2007
## 2324 0.000000 0.000000 None None None 0.000000 6 2007
## 2325 0.000000 0.000000 None None None 0.000000 4 2007
## 2326 0.000000 0.000000 None None None 0.000000 10 2007
## 2327 0.000000 0.000000 None None None 0.000000 7 2007
## 2328 0.000000 0.000000 None None None 0.000000 7 2007
## 2329 0.000000 0.000000 None None None 0.000000 6 2007
## 2330 0.000000 0.000000 None None None 0.000000 5 2007
## 2331 0.000000 0.000000 None None None 0.000000 6 2007
## 2332 0.000000 0.000000 None None None 0.000000 7 2007
## 2333 0.000000 0.000000 None None None 0.000000 1 2007
## 2334 0.000000 0.000000 None None None 0.000000 5 2007
## 2335 4.976734 0.000000 None None None 0.000000 9 2007
## 2336 0.000000 0.000000 None None None 0.000000 5 2007
## 2337 0.000000 0.000000 None None None 0.000000 9 2007
## 2338 0.000000 0.000000 None None None 0.000000 7 2007
## 2339 0.000000 0.000000 None None None 0.000000 1 2007
## 2340 0.000000 0.000000 None None None 0.000000 10 2007
## 2341 0.000000 0.000000 None None None 0.000000 9 2007
## 2342 0.000000 0.000000 None None None 0.000000 12 2007
## 2343 0.000000 0.000000 None None None 0.000000 4 2007
## 2344 0.000000 0.000000 None None None 0.000000 7 2007
## 2345 0.000000 0.000000 None None None 0.000000 3 2007
## 2346 0.000000 0.000000 None None None 0.000000 11 2007
## 2347 0.000000 0.000000 None None None 0.000000 6 2007
## 2348 0.000000 0.000000 None None None 0.000000 11 2007
## 2349 0.000000 0.000000 None None None 0.000000 7 2007
## 2350 0.000000 0.000000 None None None 0.000000 12 2007
## 2351 0.000000 0.000000 None None None 0.000000 5 2007
## 2352 0.000000 0.000000 None None None 0.000000 4 2007
## 2353 0.000000 0.000000 None None None 0.000000 6 2007
## 2354 0.000000 0.000000 None None None 0.000000 6 2007
## 2355 0.000000 0.000000 None None None 0.000000 10 2007
## 2356 0.000000 0.000000 None None None 0.000000 5 2007
## 2357 0.000000 0.000000 None None None 0.000000 6 2007
## 2358 0.000000 0.000000 None GdPrv None 0.000000 5 2007
## 2359 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2360 0.000000 0.000000 None None None 0.000000 3 2007
## 2361 0.000000 0.000000 None None None 0.000000 6 2007
## 2362 5.209486 0.000000 None None None 0.000000 2 2007
## 2363 0.000000 0.000000 None None None 0.000000 8 2007
## 2364 0.000000 0.000000 None None None 0.000000 1 2007
## 2365 0.000000 0.000000 None None None 0.000000 7 2007
## 2366 0.000000 0.000000 None None None 0.000000 2 2007
## 2367 0.000000 0.000000 None None None 0.000000 2 2007
## 2368 0.000000 0.000000 None None None 0.000000 8 2007
## 2369 0.000000 0.000000 None None None 0.000000 7 2007
## 2370 0.000000 0.000000 None None None 0.000000 9 2007
## 2371 0.000000 0.000000 None None None 0.000000 9 2007
## 2372 0.000000 0.000000 None None None 0.000000 12 2007
## 2373 5.198497 0.000000 None None None 0.000000 8 2007
## 2374 4.976734 0.000000 None None None 0.000000 6 2007
## 2375 5.384495 0.000000 None None None 0.000000 5 2007
## 2376 0.000000 0.000000 None None None 0.000000 3 2007
## 2377 0.000000 0.000000 None None None 0.000000 3 2007
## 2378 0.000000 0.000000 None None None 0.000000 9 2007
## 2379 0.000000 0.000000 None None None 0.000000 6 2007
## 2380 0.000000 0.000000 None None None 0.000000 1 2007
## 2381 5.303305 0.000000 None None None 0.000000 4 2007
## 2382 5.549076 0.000000 None None None 0.000000 5 2007
## 2383 0.000000 0.000000 None None None 0.000000 7 2007
## 2384 0.000000 0.000000 None None None 0.000000 8 2007
## 2385 0.000000 0.000000 None MnPrv Shed 5.993961 11 2007
## 2386 0.000000 0.000000 None None None 0.000000 2 2007
## 2387 0.000000 0.000000 None None None 0.000000 3 2007
## 2388 0.000000 0.000000 None None None 0.000000 4 2007
## 2389 0.000000 0.000000 None GdWo None 0.000000 1 2007
## 2390 0.000000 0.000000 None None None 0.000000 8 2007
## 2391 0.000000 0.000000 None GdPrv None 0.000000 2 2007
## 2392 0.000000 0.000000 None None None 0.000000 1 2007
## 2393 0.000000 0.000000 None MnPrv None 0.000000 10 2007
## 2394 0.000000 0.000000 None GdPrv None 0.000000 5 2007
## 2395 5.087596 0.000000 None MnPrv None 0.000000 7 2007
## 2396 0.000000 0.000000 None MnPrv None 0.000000 8 2007
## 2397 5.308268 0.000000 None None None 0.000000 7 2007
## 2398 5.262690 0.000000 None MnPrv None 0.000000 10 2007
## 2399 0.000000 0.000000 None MnPrv None 0.000000 4 2007
## 2400 0.000000 0.000000 None MnPrv Shed 7.601402 7 2007
## 2401 0.000000 0.000000 None None None 0.000000 7 2007
## 2402 5.170484 0.000000 None MnPrv None 0.000000 10 2007
## 2403 0.000000 0.000000 None None None 0.000000 5 2007
## 2404 0.000000 0.000000 None None None 0.000000 6 2007
## 2405 5.129899 0.000000 None None None 0.000000 5 2007
## 2406 0.000000 0.000000 None None None 0.000000 9 2007
## 2407 0.000000 0.000000 None None None 0.000000 12 2007
## 2408 4.700480 0.000000 None None None 0.000000 7 2007
## 2409 0.000000 0.000000 None None None 0.000000 6 2007
## 2410 0.000000 0.000000 None None None 0.000000 4 2007
## 2411 0.000000 0.000000 None GdWo None 0.000000 4 2007
## 2412 0.000000 0.000000 None None None 0.000000 6 2007
## 2413 0.000000 0.000000 None None None 0.000000 8 2007
## 2414 0.000000 0.000000 None None None 0.000000 7 2007
## 2415 0.000000 0.000000 None None None 0.000000 12 2007
## 2416 0.000000 0.000000 None None None 0.000000 4 2007
## 2417 0.000000 0.000000 None MnPrv None 0.000000 6 2007
## 2418 0.000000 0.000000 None None None 0.000000 6 2007
## 2419 0.000000 0.000000 None None None 0.000000 8 2007
## 2420 0.000000 0.000000 None GdWo None 0.000000 3 2007
## 2421 0.000000 5.910797 None GdPrv None 0.000000 2 2007
## 2422 0.000000 0.000000 None MnPrv Shed 5.993961 6 2007
## 2423 0.000000 0.000000 None None None 0.000000 4 2007
## 2424 0.000000 0.000000 None GdWo None 0.000000 6 2007
## 2425 5.056246 0.000000 None None None 0.000000 11 2007
## 2426 0.000000 0.000000 None None None 0.000000 8 2007
## 2427 0.000000 0.000000 None None None 0.000000 7 2007
## 2428 5.111988 0.000000 None MnPrv None 0.000000 10 2007
## 2429 0.000000 0.000000 None None None 0.000000 2 2007
## 2430 0.000000 0.000000 None None None 0.000000 8 2007
## 2431 0.000000 0.000000 None None None 0.000000 11 2007
## 2432 0.000000 0.000000 None None Shed 0.000000 7 2007
## 2433 5.420535 0.000000 None None None 0.000000 3 2007
## 2434 0.000000 0.000000 None None None 0.000000 5 2007
## 2435 0.000000 0.000000 None MnPrv None 0.000000 11 2007
## 2436 0.000000 0.000000 None None None 0.000000 7 2007
## 2437 0.000000 0.000000 None None None 0.000000 12 2007
## 2438 0.000000 0.000000 None None None 0.000000 10 2007
## 2439 0.000000 0.000000 None None None 0.000000 4 2007
## 2440 0.000000 0.000000 None None None 0.000000 7 2007
## 2441 0.000000 0.000000 None MnPrv None 0.000000 2 2007
## 2442 0.000000 0.000000 None None None 0.000000 7 2007
## 2443 0.000000 0.000000 None None None 0.000000 5 2007
## 2444 0.000000 0.000000 None MnPrv None 0.000000 6 2007
## 2445 0.000000 0.000000 None None None 0.000000 5 2007
## 2446 0.000000 0.000000 None MnPrv None 0.000000 5 2007
## 2447 0.000000 0.000000 None MnPrv None 0.000000 5 2007
## 2448 0.000000 0.000000 None None None 0.000000 3 2007
## 2449 0.000000 0.000000 None None None 0.000000 6 2007
## 2450 0.000000 0.000000 None None None 0.000000 11 2007
## 2451 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2452 0.000000 0.000000 None MnPrv None 0.000000 2 2007
## 2453 0.000000 0.000000 None None None 0.000000 5 2007
## 2454 0.000000 0.000000 None None None 0.000000 5 2007
## 2455 5.017280 0.000000 None None None 0.000000 8 2007
## 2456 0.000000 0.000000 None None None 0.000000 3 2007
## 2457 0.000000 0.000000 None None None 0.000000 3 2007
## 2458 0.000000 0.000000 None GdWo None 0.000000 2 2007
## 2459 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2460 0.000000 0.000000 None None None 0.000000 3 2007
## 2461 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2462 0.000000 0.000000 None GdPrv None 0.000000 7 2007
## 2463 0.000000 0.000000 None None None 0.000000 8 2007
## 2464 0.000000 0.000000 None MnPrv None 0.000000 5 2007
## 2465 0.000000 0.000000 None None None 0.000000 2 2007
## 2466 0.000000 0.000000 None None None 0.000000 10 2007
## 2467 0.000000 0.000000 None GdPrv None 0.000000 9 2007
## 2468 0.000000 0.000000 None MnPrv None 0.000000 9 2007
## 2469 0.000000 0.000000 None MnPrv None 0.000000 9 2007
## 2470 0.000000 0.000000 None None None 0.000000 4 2007
## 2471 5.379897 0.000000 None None None 0.000000 4 2007
## 2472 0.000000 0.000000 None None None 0.000000 5 2007
## 2473 0.000000 0.000000 None None None 0.000000 2 2007
## 2475 0.000000 0.000000 None None None 0.000000 4 2007
## 2476 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2477 0.000000 0.000000 None MnPrv None 0.000000 3 2007
## 2478 0.000000 0.000000 None None None 0.000000 11 2007
## 2479 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2480 0.000000 0.000000 None None None 0.000000 5 2007
## 2481 0.000000 0.000000 None MnPrv None 0.000000 2 2007
## 2482 0.000000 0.000000 None GdPrv None 0.000000 5 2007
## 2483 0.000000 0.000000 None None None 0.000000 1 2007
## 2484 0.000000 0.000000 None None None 0.000000 6 2007
## 2485 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2486 0.000000 0.000000 None None None 0.000000 12 2007
## 2487 0.000000 0.000000 None None Shed 6.216606 5 2007
## 2488 4.844187 0.000000 None MnPrv None 0.000000 7 2007
## 2489 0.000000 0.000000 None None None 0.000000 10 2007
## 2491 0.000000 0.000000 None None None 0.000000 5 2007
## 2492 5.129899 0.000000 None GdPrv None 0.000000 2 2007
## 2493 0.000000 0.000000 None None None 0.000000 7 2007
## 2494 0.000000 0.000000 None None None 0.000000 3 2007
## 2495 0.000000 0.000000 None None None 0.000000 7 2007
## 2496 4.976734 0.000000 None None None 0.000000 7 2007
## 2497 0.000000 0.000000 None None None 0.000000 5 2007
## 2498 0.000000 0.000000 None None None 0.000000 5 2007
## 2499 0.000000 0.000000 None None None 0.000000 8 2007
## 2500 0.000000 0.000000 None None None 0.000000 7 2007
## 2501 0.000000 0.000000 None None None 0.000000 4 2007
## 2502 0.000000 0.000000 None None None 0.000000 7 2007
## 2503 0.000000 0.000000 None MnPrv None 0.000000 3 2007
## 2504 0.000000 6.098074 None None None 0.000000 4 2007
## 2505 0.000000 0.000000 None None None 0.000000 7 2007
## 2506 0.000000 0.000000 None None None 0.000000 9 2007
## 2507 0.000000 0.000000 None None None 0.000000 6 2007
## 2508 0.000000 0.000000 None None None 0.000000 9 2007
## 2509 0.000000 0.000000 None None None 0.000000 6 2007
## 2510 0.000000 0.000000 None None None 0.000000 6 2007
## 2511 0.000000 0.000000 None None None 0.000000 7 2007
## 2512 0.000000 0.000000 None None None 0.000000 10 2007
## 2513 4.976734 0.000000 None GdPrv None 0.000000 5 2007
## 2514 0.000000 0.000000 None None None 0.000000 5 2007
## 2515 0.000000 0.000000 None None None 0.000000 8 2007
## 2516 0.000000 0.000000 None None None 0.000000 5 2007
## 2517 0.000000 0.000000 None None None 0.000000 7 2007
## 2518 0.000000 0.000000 None GdPrv None 0.000000 7 2007
## 2519 0.000000 0.000000 None None None 0.000000 3 2007
## 2520 0.000000 0.000000 None None None 0.000000 3 2007
## 2521 0.000000 0.000000 None None None 0.000000 2 2007
## 2522 0.000000 0.000000 None None None 0.000000 7 2007
## 2523 0.000000 0.000000 None None None 0.000000 8 2007
## 2524 0.000000 0.000000 None None None 0.000000 7 2007
## 2525 0.000000 0.000000 None MnPrv None 0.000000 6 2007
## 2526 0.000000 0.000000 None MnPrv None 0.000000 1 2007
## 2527 0.000000 0.000000 None MnPrv None 0.000000 1 2007
## 2528 0.000000 0.000000 None None None 0.000000 9 2007
## 2529 0.000000 0.000000 None None None 0.000000 9 2007
## 2530 0.000000 0.000000 None None None 0.000000 10 2007
## 2531 4.762174 0.000000 None None None 0.000000 1 2007
## 2532 0.000000 0.000000 None None None 0.000000 6 2007
## 2533 0.000000 0.000000 None None None 0.000000 8 2007
## 2534 0.000000 0.000000 None None None 0.000000 6 2007
## 2535 0.000000 0.000000 None None None 0.000000 1 2007
## 2536 0.000000 0.000000 None None None 0.000000 6 2007
## 2537 0.000000 0.000000 None None None 0.000000 1 2007
## 2538 0.000000 0.000000 None None None 0.000000 6 2007
## 2539 0.000000 0.000000 None None None 0.000000 10 2007
## 2540 0.000000 0.000000 None None None 0.000000 7 2007
## 2541 0.000000 0.000000 None None None 0.000000 5 2007
## 2542 0.000000 0.000000 None None None 0.000000 6 2007
## 2543 0.000000 0.000000 None None Shed 6.111467 8 2007
## 2544 0.000000 0.000000 None None None 0.000000 6 2007
## 2545 4.615121 0.000000 None None None 0.000000 7 2007
## 2546 0.000000 0.000000 None GdPrv None 0.000000 6 2007
## 2547 0.000000 0.000000 None None None 0.000000 4 2007
## 2548 0.000000 0.000000 None None None 0.000000 2 2007
## 2549 0.000000 0.000000 None None None 0.000000 5 2007
## 2550 0.000000 0.000000 None None None 9.741027 10 2007
## 2551 0.000000 0.000000 None None None 0.000000 5 2007
## 2552 0.000000 0.000000 None None None 0.000000 12 2007
## 2553 0.000000 0.000000 None None None 0.000000 9 2007
## 2554 0.000000 0.000000 None GdWo None 0.000000 7 2007
## 2555 0.000000 0.000000 None None None 0.000000 8 2007
## 2556 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2557 0.000000 0.000000 None None None 0.000000 10 2007
## 2558 0.000000 0.000000 None None Shed 7.321850 1 2007
## 2559 0.000000 0.000000 None MnPrv None 0.000000 4 2007
## 2560 0.000000 0.000000 None None None 0.000000 8 2007
## 2561 0.000000 0.000000 None MnPrv None 0.000000 6 2007
## 2562 0.000000 0.000000 None None None 0.000000 4 2007
## 2563 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2564 5.036953 0.000000 None GdPrv None 0.000000 10 2007
## 2565 5.433722 0.000000 None None None 0.000000 6 2007
## 2566 0.000000 0.000000 None None None 0.000000 11 2007
## 2567 4.976734 0.000000 None MnPrv None 0.000000 10 2007
## 2568 0.000000 0.000000 None None None 0.000000 5 2007
## 2569 0.000000 0.000000 None None None 0.000000 9 2007
## 2570 0.000000 0.000000 None MnPrv None 0.000000 12 2007
## 2571 0.000000 0.000000 None None None 0.000000 6 2007
## 2572 0.000000 0.000000 None None None 0.000000 3 2007
## 2573 0.000000 0.000000 None GdWo None 0.000000 2 2007
## 2574 0.000000 5.433722 Ex None None 0.000000 8 2007
## 2575 0.000000 0.000000 None MnPrv None 0.000000 5 2007
## 2576 0.000000 0.000000 None None None 0.000000 9 2007
## 2578 0.000000 0.000000 None None None 0.000000 9 2007
## 2579 0.000000 0.000000 None None None 0.000000 3 2007
## 2580 0.000000 0.000000 None None None 0.000000 6 2007
## 2581 0.000000 0.000000 None None None 0.000000 8 2007
## 2582 0.000000 0.000000 None None None 0.000000 11 2007
## 2583 5.036953 0.000000 None None None 0.000000 10 2007
## 2584 0.000000 0.000000 None MnPrv None 0.000000 1 2007
## 2585 0.000000 0.000000 None None None 0.000000 12 2007
## 2586 4.983607 0.000000 None None None 0.000000 7 2007
## 2587 0.000000 0.000000 None None None 0.000000 5 2007
## 2588 0.000000 0.000000 None None None 0.000000 3 2007
## 2589 0.000000 0.000000 None None None 0.000000 4 2007
## 2590 0.000000 0.000000 None None None 0.000000 10 2007
## 2591 4.934474 0.000000 None GdPrv None 0.000000 7 2007
## 2592 0.000000 0.000000 None None None 0.000000 4 2007
## 2593 0.000000 0.000000 None None None 0.000000 9 2007
## 2594 0.000000 0.000000 None None None 0.000000 7 2007
## 2595 0.000000 0.000000 None None None 0.000000 1 2007
## 2596 0.000000 0.000000 None None None 0.000000 4 2007
## 2597 0.000000 0.000000 None None None 0.000000 11 2007
## 2598 0.000000 0.000000 None None None 0.000000 7 2007
## 2599 4.691348 0.000000 None None None 0.000000 9 2007
## 2600 0.000000 6.331502 None GdPrv None 0.000000 6 2007
## 2601 0.000000 0.000000 None None None 0.000000 6 2007
## 2602 0.000000 0.000000 None None None 0.000000 5 2007
## 2603 0.000000 0.000000 None None None 0.000000 7 2007
## 2604 0.000000 0.000000 None None None 0.000000 5 2007
## 2605 0.000000 0.000000 None GdWo None 0.000000 4 2007
## 2606 0.000000 0.000000 None MnPrv None 0.000000 7 2007
## 2607 0.000000 0.000000 None MnPrv None 0.000000 9 2007
## 2608 0.000000 0.000000 None GdPrv None 0.000000 5 2007
## 2609 5.484797 0.000000 None GdPrv None 0.000000 6 2007
## 2610 0.000000 0.000000 None GdWo None 0.000000 9 2007
## 2611 0.000000 0.000000 None None None 0.000000 11 2007
## 2612 4.488636 0.000000 None MnPrv None 0.000000 6 2007
## 2613 0.000000 0.000000 None MnPrv None 0.000000 5 2007
## 2614 0.000000 0.000000 None None None 0.000000 12 2007
## 2615 0.000000 0.000000 None None None 0.000000 5 2006
## 2616 5.638355 0.000000 None None None 0.000000 8 2006
## 2617 0.000000 0.000000 None None None 0.000000 6 2006
## 2618 0.000000 0.000000 None None None 0.000000 10 2006
## 2619 0.000000 0.000000 None None None 0.000000 3 2006
## 2620 0.000000 0.000000 None None None 0.000000 5 2006
## 2621 0.000000 0.000000 None None None 0.000000 2 2006
## 2622 0.000000 0.000000 None None None 0.000000 5 2006
## 2623 0.000000 0.000000 None None None 0.000000 1 2006
## 2624 4.753590 0.000000 None None None 0.000000 5 2006
## 2625 0.000000 0.000000 None None None 0.000000 12 2006
## 2626 4.976734 0.000000 None MnPrv None 0.000000 7 2006
## 2627 0.000000 0.000000 None None None 0.000000 8 2006
## 2628 0.000000 0.000000 None None None 0.000000 3 2006
## 2629 0.000000 0.000000 None None None 0.000000 9 2006
## 2630 0.000000 0.000000 None None None 0.000000 7 2006
## 2631 0.000000 0.000000 None None None 0.000000 7 2006
## 2632 0.000000 0.000000 None None None 0.000000 1 2006
## 2633 0.000000 0.000000 None None None 0.000000 8 2006
## 2634 4.820282 0.000000 None None None 0.000000 9 2006
## 2635 0.000000 0.000000 None None None 0.000000 6 2006
## 2636 0.000000 0.000000 None GdPrv None 0.000000 7 2006
## 2637 0.000000 0.000000 None None None 0.000000 7 2006
## 2638 0.000000 0.000000 None None None 0.000000 6 2006
## 2639 0.000000 0.000000 None None None 0.000000 6 2006
## 2640 0.000000 0.000000 None GdWo None 0.000000 6 2006
## 2641 0.000000 0.000000 None None None 0.000000 3 2006
## 2642 0.000000 0.000000 None None None 0.000000 9 2006
## 2643 0.000000 0.000000 None None None 0.000000 12 2006
## 2644 0.000000 0.000000 None None None 0.000000 6 2006
## 2645 0.000000 0.000000 None None None 0.000000 7 2006
## 2646 0.000000 0.000000 None None None 0.000000 7 2006
## 2647 0.000000 0.000000 None GdPrv None 0.000000 10 2006
## 2648 5.420535 0.000000 None None None 0.000000 7 2006
## 2649 0.000000 0.000000 None None None 0.000000 9 2006
## 2650 0.000000 0.000000 None None None 0.000000 4 2006
## 2651 0.000000 0.000000 None None None 0.000000 7 2006
## 2652 0.000000 0.000000 None None None 0.000000 8 2006
## 2653 0.000000 0.000000 None None None 0.000000 7 2006
## 2654 0.000000 0.000000 None None None 0.000000 9 2006
## 2655 5.056246 0.000000 None None None 0.000000 6 2006
## 2656 0.000000 0.000000 None None None 0.000000 8 2006
## 2657 0.000000 0.000000 None None None 0.000000 5 2006
## 2658 0.000000 0.000000 None None None 0.000000 7 2006
## 2659 0.000000 0.000000 None None None 0.000000 11 2006
## 2660 0.000000 0.000000 None None None 0.000000 8 2006
## 2661 0.000000 0.000000 None None None 0.000000 3 2006
## 2662 0.000000 0.000000 None None None 0.000000 8 2006
## 2663 0.000000 0.000000 None None None 0.000000 2 2006
## 2664 0.000000 0.000000 None None None 0.000000 3 2006
## 2665 0.000000 0.000000 None None None 0.000000 6 2006
## 2666 0.000000 0.000000 None None None 0.000000 6 2006
## 2667 0.000000 0.000000 None None None 0.000000 2 2006
## 2668 0.000000 0.000000 None None None 0.000000 9 2006
## 2669 0.000000 0.000000 None None None 0.000000 7 2006
## 2670 0.000000 0.000000 None None None 0.000000 6 2006
## 2671 0.000000 0.000000 None None None 0.000000 10 2006
## 2672 0.000000 0.000000 None None None 0.000000 11 2006
## 2673 0.000000 0.000000 None None None 0.000000 5 2006
## 2674 0.000000 0.000000 None None None 0.000000 9 2006
## 2675 0.000000 0.000000 None None None 0.000000 6 2006
## 2676 0.000000 0.000000 None None None 0.000000 7 2006
## 2677 0.000000 0.000000 None None None 0.000000 4 2006
## 2678 0.000000 0.000000 None None None 0.000000 8 2006
## 2679 0.000000 0.000000 None None None 0.000000 2 2006
## 2680 0.000000 0.000000 None None None 0.000000 6 2006
## 2681 0.000000 0.000000 None None None 0.000000 3 2006
## 2682 0.000000 0.000000 None None None 0.000000 6 2006
## 2683 5.351858 0.000000 None None None 0.000000 5 2006
## 2684 0.000000 0.000000 None GdPrv None 0.000000 6 2006
## 2685 0.000000 0.000000 None None None 0.000000 10 2006
## 2686 0.000000 0.000000 None None None 0.000000 1 2006
## 2687 0.000000 0.000000 None None None 0.000000 9 2006
## 2688 0.000000 0.000000 None None None 0.000000 9 2006
## 2689 0.000000 0.000000 None None None 0.000000 10 2006
## 2690 0.000000 0.000000 None None None 0.000000 11 2006
## SaleType SaleCondition SalePrice isTrain
## 1461 WD Normal 116258.78 0
## 1462 WD Normal 159954.97 0
## 1463 WD Normal 188711.90 0
## 1464 WD Normal 206285.72 0
## 1465 WD Normal 202040.25 0
## 1466 WD Normal 165135.40 0
## 1467 WD Normal 177297.11 0
## 1468 WD Normal 157506.61 0
## 1469 WD Normal 185857.09 0
## 1470 WD Normal 123236.10 0
## 1471 WD Normal 182675.14 0
## 1472 COD Normal 90979.45 0
## 1473 WD Normal 91596.34 0
## 1474 WD Normal 151149.62 0
## 1475 WD Normal 110244.08 0
## 1476 New Partial 363113.88 0
## 1477 New Partial 246851.38 0
## 1478 WD Normal 326842.63 0
## 1479 WD Normal 321077.30 0
## 1480 WD Normal 456855.97 0
## 1481 WD Normal 339061.15 0
## 1482 WD Normal 220371.25 0
## 1483 WD Normal 182849.71 0
## 1484 WD Normal 166875.29 0
## 1485 WD Normal 181835.37 0
## 1486 WD Normal 189969.92 0
## 1487 WD Normal 349871.07 0
## 1488 WD Normal 217717.98 0
## 1489 New Partial 192197.51 0
## 1490 WD Normal 244897.97 0
## 1491 WD Normal 192634.13 0
## 1492 WD Normal 94595.94 0
## 1493 WD Abnorml 183390.20 0
## 1494 WD Normal 288882.06 0
## 1495 WD Normal 288303.91 0
## 1496 WD Normal 242242.88 0
## 1497 WD Normal 180649.43 0
## 1498 ConLD Normal 165594.98 0
## 1499 WD Normal 156175.95 0
## 1500 WD Normal 153455.33 0
## 1501 WD Normal 171651.75 0
## 1502 WD Normal 144094.97 0
## 1503 New Partial 290310.34 0
## 1504 WD Normal 238357.46 0
## 1505 WD Normal 221196.18 0
## 1506 WD Normal 186954.32 0
## 1507 WD Normal 234891.41 0
## 1508 WD Normal 204574.60 0
## 1509 WD Normal 161443.02 0
## 1510 WD Normal 138523.45 0
## 1511 ConLD Normal 142567.09 0
## 1512 WD Normal 172959.04 0
## 1513 COD Family 141932.28 0
## 1514 Oth Abnorml 151991.16 0
## 1515 WD Normal 198324.18 0
## 1516 WD Normal 158609.14 0
## 1517 WD Normal 178630.45 0
## 1518 WD Normal 137556.99 0
## 1519 WD Normal 204133.97 0
## 1520 WD Normal 126940.14 0
## 1521 WD Normal 130689.99 0
## 1522 WD Normal 162963.06 0
## 1523 WD Normal 113552.64 0
## 1524 WD Normal 129015.32 0
## 1525 WD Normal 121713.71 0
## 1526 WD Abnorml 116254.88 0
## 1527 WD Normal 104222.70 0
## 1528 WD Normal 133037.71 0
## 1529 WD Normal 148480.83 0
## 1530 WD Normal 185551.29 0
## 1531 COD Abnorml 107342.99 0
## 1532 WD Normal 94292.77 0
## 1533 WD Normal 153637.79 0
## 1534 WD Normal 121892.57 0
## 1535 WD Normal 150080.60 0
## 1536 WD Normal 105284.78 0
## 1537 WD Abnorml 65074.76 0
## 1538 WD Abnorml 147575.97 0
## 1539 WD Normal 181540.16 0
## 1540 WD Abnorml 102215.69 0
## 1541 WD Normal 143320.79 0
## 1542 WD Normal 145057.92 0
## 1543 WD Normal 181880.99 0
## 1544 WD Normal 88400.40 0
## 1545 WD Abnorml 119564.31 0
## 1546 WD Normal 134079.67 0
## 1547 WD Normal 132229.22 0
## 1548 WD Normal 136973.47 0
## 1549 WD Normal 119819.66 0
## 1550 WD Normal 133090.45 0
## 1551 WD Normal 100874.41 0
## 1552 WD Normal 130888.30 0
## 1553 WD Normal 137034.67 0
## 1554 WD Normal 115897.00 0
## 1555 WD Normal 150968.08 0
## 1557 ConLD Normal 110731.53 0
## 1558 WD Normal 111694.36 0
## 1559 WD Abnorml 66579.30 0
## 1560 COD Normal 134234.56 0
## 1561 WD Normal 134209.22 0
## 1562 WD Normal 126467.78 0
## 1563 WD Normal 112604.45 0
## 1564 WD Normal 165167.39 0
## 1565 WD Normal 151823.98 0
## 1566 WD Normal 233428.56 0
## 1567 WD Normal 77091.22 0
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## 1569 WD Normal 128077.22 0
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## 2232 WD Normal 170671.78 0
## 2233 WD Normal 188405.49 0
## 2234 WD Normal 245436.20 0
## 2235 WD Normal 216933.39 0
## 2236 WD Normal 250491.56 0
## 2237 WD Normal 305443.07 0
## 2238 WD Alloca 202554.38 0
## 2239 WD Abnorml 109377.15 0
## 2240 WD Normal 151238.14 0
## 2241 ConLD Normal 124561.63 0
## 2242 WD Normal 122270.80 0
## 2243 WD Normal 131101.15 0
## 2244 WD Normal 101778.08 0
## 2245 WD Normal 97379.30 0
## 2246 WD Normal 149827.31 0
## 2247 WD Normal 116649.16 0
## 2248 WD Normal 119888.09 0
## 2249 WD Normal 113141.97 0
## 2250 WD Normal 128979.94 0
## 2252 WD Normal 186493.76 0
## 2253 WD Normal 146694.70 0
## 2254 WD Normal 171982.24 0
## 2255 WD Abnorml 182864.17 0
## 2256 WD Normal 166377.31 0
## 2257 WD Normal 197044.23 0
## 2258 WD Normal 156829.32 0
## 2259 WD Normal 164651.93 0
## 2260 WD Alloca 133839.57 0
## 2261 WD Normal 197438.99 0
## 2262 WD Normal 230072.45 0
## 2263 WD Normal 401310.38 0
## 2264 New Partial 592207.35 0
## 2265 WD Normal 163049.66 0
## 2266 WD Normal 347183.83 0
## 2267 WD Normal 390289.65 0
## 2268 New Partial 416119.06 0
## 2269 COD Abnorml 144433.73 0
## 2270 WD Normal 196782.58 0
## 2271 WD Normal 213142.37 0
## 2272 WD Normal 174005.82 0
## 2273 WD Normal 162499.20 0
## 2274 WD Normal 169833.71 0
## 2275 WD Normal 165580.86 0
## 2276 WD Normal 206001.16 0
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## 2288 New Partial 289313.43 0
## 2289 New Partial 358875.52 0
## 2290 New Partial 459688.61 0
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## 2299 WD Normal 354207.90 0
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## 2305 New Partial 194823.87 0
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## 2307 WD Normal 199676.47 0
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## 2351 New Partial 268742.89 0
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## 2353 WD Normal 259127.47 0
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## 2356 WD Normal 141157.86 0
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## 2375 WD Normal 243378.63 0
## 2376 WD Normal 302426.06 0
## 2377 WD Normal 331005.74 0
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## 2387 WD Normal 132539.09 0
## 2388 WD Normal 101851.92 0
## 2389 WD Normal 119414.76 0
## 2390 CWD Normal 141633.22 0
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## 2398 WD Normal 124819.01 0
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## 2400 WD Normal 68038.17 0
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## 2402 WD Normal 140498.80 0
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## 2445 ConLw Normal 91170.85 0
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## 2448 WD Abnorml 126183.94 0
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## 2450 WD Normal 147751.02 0
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## 2468 WD AdjLand 88938.84 0
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## 2471 WD Normal 205684.86 0
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## 2499 WD Normal 91441.81 0
## 2500 WD Normal 119426.98 0
## 2501 WD Normal 138377.84 0
## 2502 WD Normal 152942.35 0
## 2503 WD Normal 101055.83 0
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## 2553 WD Normal 76244.56 0
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## 2555 WD Normal 113076.96 0
## 2556 WD Normal 99542.08 0
## 2557 COD Family 103221.10 0
## 2558 WD AdjLand 170917.57 0
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## 2560 WD Normal 145945.09 0
## 2561 WD Normal 144614.50 0
## 2562 CWD Normal 144138.68 0
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## [ reached 'max' / getOption("max.print") -- omitted 228 rows ]